{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Self Organizing Maps example - California Housing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this document, the SOMPY lib is going to be used in order to provide an example of usage of the Self Organising Maps algorithm. The data to be used will be the California Housing dataset, included in the SciKit Learn library and included below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "backend module://ipykernel.pylab.backend_inline version unknown\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from sompy.sompy import SOMFactory\n",
    "from sklearn.datasets import fetch_california_housing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Loading"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First of all the data is loaded into the local environment as a numpy array. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "California housing dataset.\n",
      "\n",
      "The original database is available from StatLib\n",
      "\n",
      "    http://lib.stat.cmu.edu/datasets/\n",
      "\n",
      "The data contains 20,640 observations on 9 variables.\n",
      "\n",
      "This dataset contains the average house value as target variable\n",
      "and the following input variables (features): average income,\n",
      "housing average age, average rooms, average bedrooms, population,\n",
      "average occupation, latitude, and longitude in that order.\n",
      "\n",
      "References\n",
      "----------\n",
      "\n",
      "Pace, R. Kelley and Ronald Barry, Sparse Spatial Autoregressions,\n",
      "Statistics and Probability Letters, 33 (1997) 291-297.\n",
      "\n",
      "\n",
      "FEATURES:  MedInc, HouseAge, AveRooms, AveBedrms, Population, AveOccup, Latitude, Longitude, HouseValue\n"
     ]
    }
   ],
   "source": [
    "data = fetch_california_housing()\n",
    "descr = data.DESCR\n",
    "names = fetch_california_housing().feature_names+[\"HouseValue\"]\n",
    "\n",
    "data = np.column_stack([data.data, data.target])\n",
    "print(descr)\n",
    "print( \"FEATURES: \", \", \".join(names))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SOM Training"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The SOM training consists in 2 phases: the rough and the finetune one. The parameters that can be configured in the training step are:\n",
    "\n",
    "- The size of each individual grid\n",
    "- The rough and finetune iterations\n",
    "- The rough and finetune initial and final radiuses\n",
    "- The initialization mechanism (random/pca)\n",
    "\n",
    "For the current example, only the rough/finetune iterations and the initialization mechanism parameters have been chosen. The other ones have not been specified so that the algorithm will choose them authomatically.  \n",
    "\n",
    "For quantifying the error of the approximation, 2 metrics should be computed: \n",
    "\n",
    "- **The quantization error**: average distance between each data vector and its BMU.\n",
    "- **The topographic error**: the proportion of all data vectors for which first and second BMUs are not adjacent units.\n",
    "\n",
    "A rule of thumb is to generate several models with different parameters and choose the one which, having a topographic error very near to zero, has the lowest quantization error. It is important to hold the topographic error very low in order to make the components smooth and easy to understand. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#msz = calculate_msz(data)\n",
    "sm = SOMFactory().build(data, normalization = 'var', initialization='random', component_names=names)\n",
    "sm.train(n_job=1, verbose=False, train_rough_len=2, train_finetune_len=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Topographic error = 0.0013565891472868217; Quantization error = 0.8164994471732518\n"
     ]
    }
   ],
   "source": [
    "topographic_error = sm.calculate_topographic_error()\n",
    "quantization_error = np.mean(sm._bmu[1])\n",
    "print (\"Topographic error = %s; Quantization error = %s\" % (topographic_error, quantization_error))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Components map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1152x864 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sompy.visualization.mapview import View2D\n",
    "view2D  = View2D(10,10,\"rand data\",text_size=10)\n",
    "view2D.show(sm, col_sz=4, which_dim=\"all\", denormalize=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Hits map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mzJnw9/fvtMFjY2ODsrIyhISEIDIyEpaWlnB2dkZ1dTUaGxtRXl6OLVu2YOHChThx4gQyMjLEdCxevBjnzp3DpUuX4OPjg/DwcLF5MtevX0diYiLTcyWkuroafD4fycnJ2L59O/bs2YO8vDzs2bOHiXPhwgVcuHABS5Ys6dBPqqqqkJWVhbFjx0q8f/nyZdjZ2cHY2LjDPGmPrP7QEfKUx7uGMnUl0LYxoq6ursg1XV1d1NXVdYt8e4qLi/Hnn38qNO9E2Xxoj6enJ44fP47MzEw0NTVhw4YNUFNTU8nGhYqgpqaGHj16dEvoThR62pAhQ8Bms8FisTB16lR88MEHuHr1Kr7//nuEhobKtTNkWloaLl26JPePAdA2YS4kJAQsFkushZufnw8fHx/ExcXBxcWlQx2hoaFgsVjYuHGj2H02m43AwEDMmzcPVVVVEuWDg4OhoaHB2MBms8V2ZKyrq5O6E11X2CAvqtABtA23fPjhhygvL8eePXvAZrPFGhYd5cXbcDgcODs747333oORkRG2bNmCpKQkkfx99OgRUlNTMWfOHDH5tWvXYuHChXLvVtqrVy8AbePTJiYm6Nu3LxYtWiT3pMLW1lb4+/uDxWLh559/7jTuxo0bMWzYMOzatQvbt29HY2MjDh06BBaLBQDw9vYGi8WCubk5Ro4cifT0dDE97d9PLy8vDB06FH/++SdzPz09HcuXL8eWLVvEhhA0NTUBAD4+Pujbty/09PTg6+uLGzduiOXPtGnTsGbNGrx69Upiei5fvgxbW1upjYnk5GSpDRFpyOIPHSFPebxrKFNXCuFwOGJ5VVtbK/P7oax8e/bv3w9XV1dYWlrKJaeKfGiPh4cHYmNjMXPmTNjZ2cHc3Bza2tpiHy4U5VDJnA01NTUQQnD79m08ePAAP/zwA3PP398fUVFRmDhxokTZlJQUFBYWMpVefX09BAIBsrOzcffuXanPJIQgPDwcVVVV+O2330QmyhUXF2PatGlYunQpvvzyy051PH/+XExHe1pbW9HU1IRnz57ByMhIRD4sLAxVVVU4evQoI29raysyQ7uhoQEFBQUShya6ygZ5UIWOt+Hz+SgsLIS1tbXIhMGGhgYUFRXB2tpaIb3C7tb23Z63bt1CWVkZ3N3dAbRtUSwQCDB16lSUlJTg7t27iIuLY+J//vnn+PrrryWuohLSu3dv9O/fX6mxU0IIgoKCUFlZiTNnznSarw0NDXj58iU+/fRTaGhoQENDA6NHj8bRo0fl/lGWRnZ2NiIiIvDtt98yc1Hao6OjA0NDQ5nS3draCh6Ph6qqKvTu3VvsfnJystgkVSGPHj1CdXV1hx8CsiDJH6Qhb3m8ayhaV7bHysoKfD4feXl5GDRoEIC2xqesw0nKyrdn//79WLp0qdxyqsiHtwkJCWFWPeXl5WHjxo2ws7NTSJcqoHM20NaKTU1NRXNzM/h8Ps6cOYN79+7B1dUViYmJ+O2333DkyBHmB2br1q0dVpTBwcHIy8vD/fv3cf/+fYSGhmLixImdfkEuXrwYOTk5OHToEPMVCrR1m0+ZMgVBQUGYO3duhzqWLFmC3NxcMR3JyclIT0+HQCBAbW0tYmJioKenJ/YDKbTh8OHDIvJTpkxBdnY2EhMTwePxEBcXh8GDB0vscu4qG4C25X7Cmfxv3rwBj8eTWCkrq6OqqgonTpxAQ0MDBAIBkpOTceLECbi5uWHixIl4/Pgxfv/9d/B4PGzZsgW2trZMRSWEz+eDx+OhtbUVAoEAPB4PfD4ft2/fRm5uLlpbW/Hy5Ut89dVXcHd3F+nK/fLLL3H58mWcPn0ap0+fxowZM+Dh4YHdu3cjKSkJv//+O3MPAP79739j3LhxYvnwNrNnz8a2bdvw/PlzvHr1Clu3bpU42Vga8+fPR3Z2Nk6dOiWWr5LQ1taGgYEBLl26BIFAgIaGBly7do2Zt2NtbY1Tp06hpaUFZWVluHnzJoYOHSqi4+338/fff8f9+/fh4uKCvLw8zJs3D9HR0SIrQt5m4sSJOHr0KF69eoXa2locOXIELi4uTFkIbfvpp5+gra0t8XyZ7OxsvHz5klmF8jaXL1+Gi4sLtLS0JN5Xxh+kIW95SLNJIBCI2NRd8orWle1hs9mYPn06Vq5ciYaGBqSmpiIxMVHmoQxl5YVcv34dZWVlCq1CUTQf2ue/sKEsvPbo0SMQQlBSUoKIiAjMnz9fYgOaogREDtLT00lycjIZPHgw0dLSItra2sTBwYHs3LmTpKeniwUA5PTp08z/AoGg07By5Uri5+cn8d7r16/J69evSUZGBgFANDU1CZvNZsKvv/5KoqOjCQCR62w2m5GtqakhNTU15OHDhxJ1/Pvf/yZ79uwhgwYNImw2m+jr65NPP/2UXLt2jdTU1JDa2lpSW1tLMjMzpdpQW1tLEhMTyaBBg0jPnj2Jm5sbycjIYGS7ywZzc3MCQCS0t0MZHZWVlUzIysoio0aNIjo6OoTD4RAbGxuyadMm5v6RI0fIwIEDSc+ePYmLiwu5c+cOqaysJI2NjUyIiYkRe05MTAzZs2cP4XK5REtLixgZGRE/Pz/y9OlTRu7JkydiYeHChWTq1KkS7wEgSUlJzP8tLS1SQ2NjIwkNDSW6urrEyMiIhIWFkbq6OrF4ra2tYqGgoEBivsbHx4vFjY+PZ8J3331HbGxsiJaWFuFwOGT48OHk559/JvHx8eRf//oXcXBwIJqamsTAwIDMmTOHkcvIyCAZGRkkJSVF5P0cMmQI+eWXX0hGRgbx8vIiampqpFevXkx4//33SUZGBklNTWVCSkoK8fb2JhwOh/Tp04f4+PiQy5cvkzVr1hBzc3PSq1cvoqenR0aOHEn27t3LyJ06dYoJnp6exMPDQ+SaMBw9epSw2WyyZs0akeuq8AdJZSFPeXTEqlWrxGxatWqVzPWnrPKy1JOd1ZUd8fLlS+Ll5UW0tLSImZkZSUhIkDkN8sh39G4FBQURPz+/DuO0tLQonQ91dXVMEP42tA/R0dGkpKSEeWcMDQ3JkiVLSE1NDSPX3aipqRFNTc1uCc7Ozt2XLkJkPwaVnvpKT30VQk99/Q/01Nc26KmvqoGe+vof/htPfe3RowczR6ursbe3V3joSV7oduUUCoVCobxDvAuNXlXz1zd/KRQKhUKh/K2hPRsUCoVCobxD0J4NCoVCoVAoFDmhPRsUCoVCobwjCM+W+rsh12qU58+fK/Uw4QFSiqKKWdrKouxqFkD5WdrKrn4A3o28VAXKvpSqmDGvyJ4N7VFFWQiPof8rbRDuPqooqni3lF0RY2hoqLQNlDban6ejKMr6hCpWdXT3yh51dXWlV1XJiq2tLV2NQqFQKBTKfyPvwtJlVfP3SxGFQqFQKJR3CtrYoFAoFAqF0qXQYRQKhUKhUN4h/o4TRBXq2ViwYAEcHBzw/vvvY9SoUdi/fz+AtoO65s6di2HDhsHIyAipqaky65w1axb69esHPT092NjYYNeuXXLbdfjwYTg4OEBXVxfW1ta4du1at+ooLCzE1KlTYWhoCDMzM0RGRnY4AXHHjh1wdXWFnp4ec+IgABQVFUFLSwsGBgZMWL9+vUw2ZGdnw9PTEwYGBrC1tUViYmKH8YU26OrqIjg4WESPq6srTExMYGJigokTJyI7O1suHbdu3cKkSZNgamoKMzMz+Pn5oby8XOXyQh0uLi7Q0dFBUFAQc/3NmzeYMWMGrKys0LNnT6SkpEjNi507d2L06NHo06cPQkNDmeuHDx+GkZEREwwMDMDhcPDgwQOpugDV+LTw+bL6pCryoSv8Emg7TVNLS0vuQ7sAYOzYsWCz2dDV1YWurq5MJ3Kqup6qrq6Gt7c32Gw2uFyuyMnOsvDzzz9j2LBh0NTUREBAgFyyqtShbDrklVelTypTT72Nqt5Pimwo1NiIiIjA3bt3kZ+fj3379mHDhg1IT08HAIwYMQLbtm2Te1b38uXL8fTpU9TU1ODkyZNYuXIl7t27J7N8UlISYmJi8Ouvv+LVq1e4fPkyLC0t5bJBWR0REREwMDBAcXEx7ty5gz///BM7d+6UGt/ExATLli2Dv7+/xPvl5eWoqqpCVVUVoqOjO30+n8+Hj48PJkyYgIqKCmzfvh0BAQHIzc3t1IbZs2eLXT9w4ACePXuG0tJSTJo0Saqd0nTU1NQgMDAQjx8/Rk5ODrS1tUV+xFUlL9SxfPlyMR0A4OLigt27d8PY2FhqPgh1REVFif0Y+vr6orKykgk//PADLC0tOz2PRFmfBuT3SVXlgyr9Ukh4eDiGDx8uc/y32bp1K16/fo3Xr1/j0aNHncZXdT0VFhYGFouFyspKJCQkYP78+cjKypJZ3tTUFCtWrEBgYKDMMl2hQ9l0yCuvSp9Upp56G1W8n12FcPlrV4fuRKFhFBsbG+ZvodGFhYVwdHRkfgzkXZ45ePBgMZ35+flwdnaWSf6bb75BbGwsRo4cCQDo16+fXM9XhY6CggLMnz8fPXv2hLGxMTw9PTusFKdNmwYAuH//vtIHigFATk4OysvLERkZCTU1NYwZMwajRo3CgQMHsHr16k5tKCsrY67r6elBT08PQNvyM3V1deTn58ulw9PTUyTevHnzJB7trqx8ex337t0T0cFisbBw4UIAnfukl5cXY0dH5ZGQkIAZM2Z0+rIq69OA/D6pinxQtV8CwKFDh6Cnpwc7Ozs8efJEJTo7Q5X1VENDA44dO4bMzExwOBy4ublh6tSpiI+Px4YNG2TSMX36dADA3bt3UVpaKmdqVKND2XQoIq9qn1S0nnobVbyfFNlReILosmXLYGFhAVdXVxgZGankxMawsDBwOBzY2dkxXWKyIBAIcO/ePbx48QI2NjawsLBARESEXCeTqkLHwoULceTIETQ2NqKsrAznz5+X+uMoC9bW1hg4cCBCQkLw4sWLTuNLWpNOCJHrq+VtjI2NoaenhyVLliAqKkphPQBw7do12Nra/mXyqqC4uBipqanw8/OTKb6iPg2oxie7Ann9sra2FqtXr8amTZuUem5sbCyMjIwwevRoXLlyRSYZVdVTubm5UFdXh5WVFXPN0dFRqXfrr0DZdLyr+aBoPaXM+9lVdFevRnf3bCjc2IiLi0N+fj5OnTqFiRMnqmTzlG3btuH169dISUmBt7e3zJsEVVZWoqWlBceOHUNycjLu3r2LtLQ0rFu3TuZnq0LH6NGj8ejRI+jr68PS0hLOzs7M17I86Ovr4+rVq8jJyUFqairq6+tl6ja1traGgYEBNm/ejJaWFly8eBFXr15V6pjliooKZujA0dFRYT0ZGRlYv369XPmpSnlVceDAAbi4uMDCwkKm+Ir6NKAan1QlivrlypUrERgYCDMzM4WfvX79euTl5aG4uBjBwcGYNm2aTF+wqqqn6uvroaurK3JNV1cXdXV1Cun7q1A2He9qPihaTynzflLkQ6mlr+rq6vjwww9RXl6OPXv2qMQgdXV1uLm5obS0tMP5Du0R7uAYFhYGExMT9O3bF4sWLcK5c+dkfq6yOlpbWzF58mRMmzYNNTU1KC8vx6tXr+Qa0xbC4XDg7OyM9957D0ZGRtiyZQuSkpJQW1vboZyGhgaOHj2K8+fPw9zcHD/++CN8fHzQv39/uW1oD5vNRnBwMIKCghTaRTY/Px9eXl7YtGkT3Nzcul1elRw8eBD/+Mc/5JJRxKcB1fi1KlHEL9PS0nDp0iUsWrRIqWd/+OGH0NbWhqamJvz9/eHi4iJzPqiinuJwOGLprK2thba2tkL6/iqUTce7nA+K1lOKvp9dCe3ZkAKfz0dhYaEqVInolHXsrXfv3ujfv79SmaesjurqapSUlGDBggXQ1NSEvr4+Zs+ejfPnzytskxChTbJs3evg4ICkpCSUl5fjzJkzKCgowLBhw5S2obW1FY2NjXKP4RcVFWHixImIjo6WeehBlfKq5MaNGygvL2fGj+VFHp8GVOPXXYksfpmSkoLCwkJYWFjA1NQUmzdvxvHjx5X2STU1Nbm3slamnrKysgKfz0deXh5zLT09XWTc//8HlE3Hu54PitZTgPzvJ0U+5G5sVFVV4cSJE2hoaIBAIEBycjJOnDjBfHE2NzeDx+MBAFpaWsDj8TqtFJ5xc/THAAAgAElEQVQ/f45Dhw6hvr4eAoEAFy5cwKFDhzBmzBiZ7Zo9eza2bduG58+f49WrV9i6dSsmTZokV9qU0dG3b19YWlril19+AZ/PR01NDeLj4zFkyBCpMnw+HzweD62trRAIBODxeODz+bh9+zZyc3PR2tqKly9f4quvvoK7u7tY96UkMjIywOPx0NjYiC1btqC8vLzD2dlCGwQCgYgNly5dQlpaGgQCAWpraxEVFcUsEZNVR1lZGSZMmIDQ0FCR5Wqqlu9IByDqk2/evJHqk9LKQ0hCQgK8vLxk+opThU8D8vtkV+aDIn4ZHByMvLw83L9/H/fv30doaCgmTpwoV+9MTU0NLly4wNhx4MABXL16tcP5UKqup9hsNqZPn46VK1eioaEBqampSExMlGsZb0dl0106lE2HIvKq9Ell6qn2qOr97Cr+jj0bIHJQWVlJsrKyyKhRo4iOjg7hcDjExsaGbNq0iVRWVpLKykpiZmZGAIiEO3fukMrKSiIQCCSGiooK4u7uTnR1dYm2tjaxt7cnO3fuFIvX0tIiNTQ2NpLQ0FCiq6tLjIyMSFhYGKmrq+tQRhEdb968kRpu375N3N3diZ6eHtHX1yfTp08npaWlYvEaGxtJY2MjiYmJEcurmJgYsmfPHsLlcomWlhYxMjIifn5+5OnTp4xcc3Oz1LB48WKip6dH2Gw2GTduHMnKypIYr6mpiTQ1NZHY2FgxG2JjY8n+/fuJlZUVYbPZpG/fvsTT05Pcvn2bkWsfpOlYsWIFAUDYbLZIUKU8j8cjPB5Pqg4ej0fMzc3F7j1+/JjweDxSX1/PhOjoaLF40dHRpL6+nrx48YLo6uqS06dPi8jU19cr5dOq8mtl80HoW8r4pbT3u31YuXIl8fPzk3iPz+dLDOXl5WTYsGGEw+EQXV1dMmLECHLu3DmJcYX1kKL1VEe8fPmSeHl5ES0tLWJmZkYSEhLkqT7JqlWrxJ65atWqbtehbDpklVfWJ3k8ntL1lLK/OQKBQK68UQXq6uqkd+/e3RKcnZ07tCU/P58EBgaSzz77jBBCSFRUFAkNDSUffPABOX/+PElOTiZubm4kNDSUJCcnd6iLnvoqJ3Jkl1Toqa+qg5762gY99bUNeurruwM99VUx3nvvPWY5b1djYWEh06mvPj4+OHr0KPP/5MmTkZiYiGvXrmHDhg0wMjLCihUrMHDgQKk66HblFAqFQqH8F1JVVSUyfyokJERk12BJ3L59G05OTlBXV8fo0aPx0UcfobKyEkuWLEFCQoJUOdrYoFAoFArlHaE751MYGBjI1LPRnl27diEmJgbAf3p9evfu3WlPFj31lUKhUCgUihgvX77EvHnz8ODBA6xfvx51dXV4+fIls8/Q8ePHERoailmzZiE8PLxDXXTOhpzQORvvFnTORht0zkYbdM7GuwOds6EYGhoa6N27d7c8y9zcXO6eDUWhPRsUCoVCoVC6FLnmbBQUFCj1MAMDA6XkVfEVquwXoCpauW/evFFK/r33lJ9qo+yXrCq+WlTx1aFsL8+rV6+UtkHZng1V+LWy+aCKno2Wlhal5FXRs9H+kC5F0NLSUtoGDoejtI6/GmXLElBNeSpb3ypb36vCBkobdIIohUKhUCjvEO/qrsHKQJtsFAqFQqFQuhTas0GhUCgUyjsE7dmgUCgUCoVCkROFGxsXL16Er68vPDw88NlnnyEtLQ0tLS2Ijo7GtGnTMHLkSNy7d08mXc3NzZg7dy4sLCygo6MDJyenTg9q2rFjB1xdXaGrqytySFd2djZcXV1hYmICExMTTJw4EdnZ2WLyO3fuxOjRo9GnTx+EhoaK3Dt27BicnJxgbGwMZ2dnnD59ukMb9PT0pO66tnbtWmhpaeHy5csS0x0eHg57e3v0798fo0ePxsWLFwEAjx8/hoeHB7hcLrhcLry8vPD48WOZ03H48GEYGRkxwcDAABwOBw8ePBCzISwsDIMHD4apqSnc3Nzwxx9/MPevXLkCZ2dnGBkZYdKkSSguLhaTj4yMxNChQ2FhYYExY8YgKSmJuR8fH4/hw4eDy+Xiiy++QEVFhcR8CAsLg729Pfr16wc3NzcmH+7cuQMvLy9wuVwMGDAA/v7+EnWoojwjIiLg7OwMW1tbuLu74+DBgwCAEydOwNramgmDBg2CmZkZHj58KFGPkFmzZqFfv37MwVC7du3qMD4g3a9v3bqFSZMmwdTUFGZmZvDz80N5eXmn+goLCzF16lQYGhrCzMwMkZGRnU5IVdavd+zYARcXF+jo6CAoKIi5/ubNG8yYMQNWVlbo2bMnUlJSOrVBmXwIDg7GyJEj4erqCldXV3h7ezP3Xr16hZiYGLi7u+Ojjz5CbGysmPwvv/wCd3d36Ovri/nUnj174OjoCGNjY3h7e8tUFkDb6dDe3t5gs9ngcrk4cOCATHKqkv/5558xbNgwaGpqIiAgQC5ZIfL6lLJ1NQBs374do0aNgra2tohPAcDly5fh4OAAPT09jBs3DkVFRV2Sju7k73gQm0KNjVu3bmHbtm34+uuvcfnyZezYsQOmpqYAAEdHR6xevRr6+voy6+Pz+TAzM8OVK1dQU1ODb7/9Fr6+vh0eB21iYoJly5Zh9uzZYtcPHDiAZ8+eobS0FJMmTZJ46qmJiQmioqLETit89uwZgoKCsGHDBpSXl2Pt2rUIDAyUuMeI0AZpp6o+ffoUJ0+ehLGxsdR09+vXD2fOnEFxcTFiY2MxZ84cFBUVwdjYGHv37kVhYSGePn2KCRMmIDAwUOZ0+Pr6orKykgk//PADLC0t8cEHH0i04ezZsygtLUVsbCwCAgJQVFSEly9fYubMmVixYgWKioowdOhQsQpKKJ+YmIinT58iOjoaQUFBKC4uRmpqKtatW4f4+Hjk5eWBy+VK/PHi8/no378/zpw5g5KSEqxYsYKxoaamBgEBAcjIyEBmZia0tbWxYMECmfNBnvIMCwvD9evXkZ2djf/93//Fxo0b8fDhQ3h7eyMnJ4cJa9euhbm5ORwcHCSWq5Dly5fj6dOnqKmpwcmTJ7Fy5cpOG+DS/LqmpgaBgYF4/PgxcnJyoK2tLfYDKImIiAgYGBiguLgYd+7cwZ9//omdO3fKZIOifm1iYoLly5eLpQEAXFxcsHv3bqmyb9ugbD4sW7YMqampSE1NxYkTJ5jr//znP6Gvr48zZ84gKSlJ4qmlxsbGWLp0qdi9a9eu4ZtvvsGhQ4dQXFwMLpeLOXPmdJgeIWFhYWCxWKisrERCQgLmz5+PrKwsmWRVIW9qaooVK1ZIrEtkRV6fUrauFtotyadevHgBX19frF69GhUVFXBycsLMmTO7JB0U5VBozsauXbsQGBgIe3t7AKIb4Xz55ZcA5FsuxGazsXr1aub/yZMnw9LSEvfu3WN2KnubadOmAQDu378vstxNT0+POcSGEAJ1dXXk5+eLyXt5eTHyz549Y66XlZVBV1eXOb56/Pjx0NLSQkFBgdiGP+1taK9DyOLFi7FmzRosWrRIarqjo6OZ/8ePHw9zc3OkpaXBy8tLLB2Slh5LS8fbJCQkYMaMGWKtWTabzWw9CwATJkwAl8tFWloaqqurYWNjw3wRRkdHw9LSErm5ueByuYx8VFQUIz9u3DhwuVykp6fj7t27mDJlCnPc8z//+U84ODigoKAAlpaWHeaD0AZh+oQEBwdLPGJdFeVpbW3N/C1s+RcVFWHIkCEi8Y4ePQofH59OvwwGDx4spi8/Px/Ozs5SZaT5taenp0i8efPmdXjEupCCggLMnz8fPXv2hLGxMTw9PfHo0aMOZZT1a6H8vXv3RNLAYrGwcOFCAJ0v1VV1PrTnxo0bqKysxK+//srYIelIcqFPPXjwQMSGs2fPwtvbG7a2tgDaGjRWVlZ4+vQpBgwYIPW5DQ0NOHbsGDIzM8HhcODm5oapU6ciPj4eGzZs6NRuZeUBYPr06QCAu3fvorS0VCaZt5HXp5StqzvScfLkSdjZ2eGzzz4DAHz99dcwNTXF48ePOz1mXpF3oztQU1P7Wy63lTtFAoEA2dnZqKmpgY+PD6ZMmYJNmzaBx+OpzKjKykrk5uaKVNbyYmxsDD09PSxZskTkx7AznJycYG1tjTNnzkAgEOD06dPQ1NRkGlaycvz4cbBYLIwfP15mmefPnyM/P5+pxIC2Hd6MjIwQFRWFJUuWyGWDEGEvg5+fn0w2PHnyBLa2tsjOzhb5emez2bC0tJTa1dk+DTY2NmLr7IX/SxoOkmbD21y/fr3TSqQ98pZnTEwMBg0aBA8PDxgaGmLs2LEi90tLS3Hr1i2mcuuMsLAwcDgc2NnZMV3FquDatWsS8+dtFi5ciCNHjqCxsRFlZWU4f/683D/O7VHEr7uSzvLhp59+wtixYzFnzhxmp8SMjAxwuVysXLkSY8aMwcyZM2Ue8gXa/Li9bwv/7uyHKjc3F+rq6rCysmKuOTo6ytwzoay8qlC1TylaVwNtef52HTVgwIAO6yghqk4HpWPkbmxUV1eDz+fj8uXL2LlzJ+Lj45GTk4Pdu3erxKCWlhbMnDkT/v7+cv2ovE1FRQUzfODo6CiznLq6Ovz8/BAYGIg+ffogMDAQW7duBZvNlllHfX09Vq1ahY0bN8os09LSguDgYGZMW0hxcTGKi4uxceNGsS9sWTlw4ABcXFyk9hK1tyEoKAh+fn6wsrJCQ0MDdHR0ROLo6Oigvr5eqvz8+fPh6+uLQYMG4ZNPPkFiYiKysrLQ1NSETZs2QU1NDU1NTZ3a8HY+AEBmZibi4uKwZs0a2RIO+ctz3bp1ePz4MY4dO4bx48eLbTx29OhRjBgxAubm5jI9f9u2bXj9+jVSUlLg7e2t9JbeQNuP5fr167Fu3bpO444ePRqPHj2Cvr4+LC0t4ezsLNZbJCuK+HVX0lk+RERE4PTp0zh//jymT5+ORYsWoaSkBJWVlbh58yaGDx+OP/74A7NmzcLixYtl3uDN09MTx48fR2ZmJpqamrBhw4ZO/Rpoyz9dXV2Ra7q6uqirq5PpucrKqwpV+hSgeF0NtPX2KJonqk6HKqFzNvCf8w8+//xz9O3bF3p6epgxYwZu3LihtDGtra3w9/cHi8XCzz//rLQ+NpuN4OBgBAUFyXyuS3JyMr7++mucO3cOr169wvnz5xEWFtbpZMD2fPfdd5gxY0anP+5CWltbERoaChaLJbEiZ7PZCAwMxLx581BVVSWzHUIOHjyIf/zjH53aEBwcDA0NDWzatIl5bm1trUi8uro6iTsktra2YsGCBdDQ0GC6dN3d3REVFYU5c+bAyckJZmZm4HA4MDExkWpDSEgIWCwWY4OQ/Px8+Pj4IC4uDi4uLjKnXZHyVFdXx4gRI1BRUYH4+HiRe8eOHYOPj4/Mzxfqc3NzQ2lpqdJjwvn5+fDy8sKmTZvg5ubWYdzW1lZMnjwZ06ZNQ01NDcrLy/Hq1SuRISt5kNevuxJZ8sHBwQFsNhssFgtTpkyBo6MjUlNT0bNnT5iammLatGnQ0NCAp6cnjI2NkZ6eLtOzPTw8EBsbi5kzZ8LOzg7m5ubQ1tZm5q1Jg8PhiL1PtbW10NbWlum5ysqrAlX7lBBF6mqhnCJ50lXpoEhH7saGjo4ODA0NVd4qIoQgKCgIlZWVOHr0KDQ0NFSit7W1FY2NjR3OZ2jPw4cP4eLiAicnJ/To0QPOzs4YPnw4kpOTZX5mcnIyduzYAQsLC1hYWKC0tBSzZs3C5s2bxeISQhAeHo7nz59j3759UtPd2tqKpqYmmdMh5MaNGygvL2fGPCVBCEFYWBiqqqqwf/9+xgZbW1tkZmYy8RoaGlBQUCDWbU0IQWRkJKqqqrB7926RNMydOxe3b99GdnY2pkyZAoFAILHbW5gPVVVViI+PF9FRXFyMadOmYenSpcycIFlRpjz5fL7IzPY7d+6gsrJS4pwRWeDz+VLHpGWhqKgIEydORHR0tExDYtXV1SgpKcGCBQugqakJfX19zJ49G+fPn1fo+fL4dVcibz4IUVNTAyEEgwYNUrr+CgkJQVpaGgoKCuDl5QU+nw87O7sOZaysrMDn85GXl8dcS09Pl3m4WFl5VaBqn2qPvHU1ANjZ2SEjI4P5v6GhAU+fPu10iLEr06EKaM/G/zF58mT89ttvqK6uRm1tLQ4fPgxXV1cAbcvbhOdm8Pl8NDc3y7RH/vz585GdnY1Tp07JdNYEn88Hj8eDQCCAQCAAj8cDn8/HpUuXkJaWBoFAgNraWkRFRTFLDyXJt7a2isg7OTnh+vXrzJdveno6rl+/LnGMX5qOs2fP4s6dO7h58yZu3rwJExMT/PTTTxJnzS9ZsgS5ubk4dOiQSLqTk5ORnp7OpCMmJgZ6enoikxg7skFIQkICvLy8OmzpL168GDk5OTh8+LCIDVOmTEF2djYSExPB4/EQFxeHwYMHiw1vLF26FHl5edi/f7+IPI/HQ3Z2NgghKC0txZIlSxAcHMxMCpNkw9v58OzZM0yZMgVBQUGYO3eu1DQoW54vXrxAYmIiGhoaIBAIcOXKFSQmJor0ohw9ehQTJ06U6eyL58+f49ChQ6ivr4dAIMCFCxdw6NAhjBkzpkM5aX5dVlaGCRMmIDQ0VGT5YEf07dsXlpaW+OWXX8Dn81FTU4P4+PhOh+OU9WtpaQDaljkL53e9efMGPB5PYv2gbD7U1dXh+vXraG5uZmy/f/8+Ro0ahTFjxqC2thanT5+GQCBAUlISnj9/LtaF396G1tZWxgYej4dHjx6BEIKSkhJERERg/vz5nZ7UyWazMX36dKxcuRINDQ1ITU1FYmKixJUwXSH/dpok1RedoYhPKVtXd6TDy8sLWVlZOHHiBHg8HtauXQsHB4dOh+AVfTcoSkDk4ObNm+TmzZvk2rVrZPr06YTD4ZA+ffqQzz//nKSkpJCbN28SY2NjAkAkHD9+nNy8eZO0trZKDAUFBQQA0dTUJGw2mwnx8fEi8ZqampgQGxsr9pzY2Fiyf/9+YmVlRdhsNunbty/x9PQkt2/fZuTq6+tJfX09iY6OFpOPjo4m9fX1ZNOmTWTAgAGEw+EQCwsLsm7dOkausbGRCTExMWI6YmJiROI0NjYSc3Nz8vvvvzP/19TUkJqaGvLw4UOJ6f73v/9N9uzZQwYNGkTYbDbR19cnn376Kbl27RqpqalhbOksHS9evCC6urrk9OnTIjL19fWktraW1NbWkszMTIk2/Prrr6S2tpYkJiaSQYMGkZ49exI3NzeSkZFBamtrSVVVFamqqiL3799n5LW0tJiwY8cO8uTJE2JnZ0e0tLSIgYEBiYiIIBUVFYzs69evyevXr0lGRoZUG4Tpa3+dzWYzssqWZ0lJCSkpKSFpaWnkww8/JDo6OoTD4RBra2sSFxfH3M/LyyM6Ojrk4MGDzDVhEAgEYqGiooK4u7sTXV1doq2tTezt7cnOnTslxpXFr1esWCExH4Ryb968kRhu375N3N3diZ6eHtHX1yfTp08npaWlYvFU4dc8Ho/weDypaeDxeMTc3Fzs3uPHjwmPx1NJPty/f5/cv3+fXLp0ifE9DodD7O3tyfbt25n7u3btIgMHDiS9evUitra2ZNeuXeT+/fukrq6OCdJ8qqSkhAwePJhoaWkRQ0NDsmTJElJTU8PIdcTLly+Jl5cX0dLSImZmZiQhIUGeKlhp+VWrVomladWqVWLxpPmTPD6lbF3d1NREmpubSXNzM1Pu7cOKFStIc3MzOXv2LLGysiI9e/Yk7u7uJCcnh5FTRTq6Gw0NDWJmZtYtwdnZudvSpUaI7Efz3bp1S9aoEhkxYoRS8qo4aZSe+toGPfW1DVWc+trZWH1nKOsPgPL5oIrNjJR9N+SoiqQiyyqEjhg0aJDSNtBTX9t4F05cVcVQgaqG9GWFxWJ1ug+NqjA0NGRWaXU19GwUCoVCoVDeEf6K+RTdwd9v5xAKhUKhUCjvFLSxQaFQKBQKpUuhwygUCoVCobxD0GEUCoVCoVAoFDmhPRsUCoVCobxD/B0PYpOrsSFtm2lZUcXSNmVRdhmTKpaEKbt0VRXLFJW1QRVnfKgCZV/Knj17Km1DeXm5UvKq2G5a2WWGqng3lX23GhoalLZB1jNrpKHsknBA+fdTFUuh3wVUsURf2eXxqvCp7l76+neF9mxQKBQKhfIOQedsUCgUCoVCocgJ7dmgUCgUCuUdgW7q1Y7IyEgMGzYMgwcPhoeHBw4ePMjc+/333zF27FjY2dnh448/xoULF2TSOWvWLPTr1485iGfXrl0dxt+xYwdcXV2hq6srciBTdnY2XF1dYWJiAhMTE0ycOFHmLYyzs7Ph6ekJAwMD2NraIjExscP4O3fuxOjRo9GnTx+xw6iOHTsGJycnGBsbw9nZGadPn5ZZ/vDhwzAyMmKCgYEBOBwOHjx4ICLf3NyM8PBw2Nvbo3///hg9ejQuXrwo9pwNGzZAT08PV65cUbkNQjvCwsIwePBgmJqaws3NDX/88Qdz/8qVK3B2doaRkREmTZqE4uJilcoD//EHPT09hISEMNeLioqgpaUFAwMDJqxfv15iGiIjIzF06FBYWFhgzJgxSEpKYu7Hx8dj+PDh4HK5+OKLL1BRUSGmAwAWLlwIJycn2NjYYPTo0Thw4ABzr6mpCTExMXBwcICtrS0+++wziflgb2+Pfv36wc3NjSnPO3fuwMvLC1wuFwMGDIC/v79EG5qbm7Fw4UIMGTIE5ubm+Oijj0R8orGxEV999RUGDhwILpcrdoJtc3MzIiIi4OjoCHNzc3h4eDD58Ntvv8Hc3JwJ/fv3h76+PtLS0iSmQ1J5vnnzBrNmzYK9vT10dHRw9epVifkYFhYGR0dHDBo0CK6urkhISAAA5OTkwNPTEzY2NrCxscEXX3yBnJwcifkQGRmJDz74AFwuV6w8T548iVGjRoHL5cLFxQVnz55VeVm8jZ6enkjQ1NREZGRkhzI7d+6Em5sbevfuLeLXQFtZLlq0CObm5jAxMcG4ceNULq8qHW8jb137NtXV1fD29gabzQaXyxV5z6SlQZm6mqI8CjU2wsLCkJqaiqysLOzatQubN29GRkYGKioqsGjRInz99dfIyspCTEwMIiIi8OLFi051Ll++HE+fPkVNTQ1OnjyJlStX4t69e1Ljm5iYYNmyZZg9e7bY9QMHDuDZs2coLS3FpEmT4O/v3+nz+Xw+fHx8MGHCBFRUVGD79u0ICAhAbm5uhzZERUWJnbr47NkzBAUFYcOGDSgvL8fatWsRGBiI58+fyyTv6+uLyspKJvzwww+wtLTEBx98IGZzv379cObMGRQXFyM2NhZz5swRORa9oKAAp06dkrrXvrI2tLfj7NmzKC0tRWxsLAICAlBUVISXL19i5syZWLFiBYqKijB06FAEBASoVF6YjmXLlkkt6/LyclRVVaGqqgrR0dFS05CYmIinT58iOjoaQUFBKC4uRmpqKtatW4f4+Hjk5eWBy+WKVbpCwsPDcePGDTx+/Bi7d+/Gxo0bmRNno6KiUFNTgytXriAzMxOrVq0Ss6F///44c+YMSkpKsGLFCiYfampqEBAQgIyMDGRmZkJbWxsLFiyQmo7ff/8dhYWFiImJwdy5c5kG2uLFi/Hq1SvcvHkTT58+xdq1ayXKnz59GoWFhYiOjkZgYCCKi4vx+eefo7i4mAnff/89LCwsJJ6WKq08AWDkyJH49ddfYWRkJDEPASAiIgK3b99GXl4e9uzZg7i4OKSnp8PY2Bi7du1CdnY2srKyMG7cOMyfP19iPpiamuLUqVMoKCjA8uXLmXwoLy/H/PnzsWbNGhQWFmL16tUIDQ1FVVWVSsvibWpqaphQVlaGXr16wcfHp0OZjvw6PDwcr169wr1791BaWoq4uDiVy6tKR3sUqWvfJiwsDCwWC5WVlUhISMD8+fORlZUlNb6ydXV383c8Yl6hYZT2R4wLDS4qKgKfz4eOjg5zjPbHH38MLS0tFBUVoW/fvh3qHDx4sIhONTU15Ofnw9nZWWL8adOmAQDu37+PsrIy5rrwqwFom2Gvrq6O/Pz8TtOUk5OD8vJyREZGQk1NDWPGjMGoUaNw4MABrF69WqKMl5cXY8OzZ8+Y62VlZdDV1WVa+ePHj4eWlhYKCgpgaGjYqfzbJCQkYMaMGWLOwWazRX44x48fD3Nzc6SlpYHL5QJoO/599erV+Oc//ylXGmS1QWhHTEwM8/+ECRPA5XKRlpaG6upq2NjYwNvbGwAQHR0NS0tL5ObmMn6krDwg6g8dpUMabDYbUVFRzP/jxo0Dl8tFeno67t69iylTpjDHVv/zn/+Eg4MDCgoKYGlpKaLH2tqa+Vvox0VFRWCz2bh48SLu3LnDrD55+zhrSeUpzAdhOQkJDg4W65UQ6li+fDnzv6enJ+MTzc3NOHfuHDIzM6GjowMAYo1HNpuNZcuWicgLbXh7pcfhw4fh6+sr0S+llSeXy0VYWBiAjg+Pk5aPjo6O0NXVBfCf97ugoEBiPkhKR3p6OkxNTaGrq4tPPvkEQFtZa2lpobCwkDlUTxVl0RHHjh2DoaEh3NzcOozX/v1sX8/l5ubi7NmzyM3NZcpy6NChKpdXlY72KFLXtqehoQHHjh1DZmYmOBwO3NzcMHXqVMTHx2PDhg2dpkGRupqiPApPEI2NjYW1tTXGjh0LQ0NDjBkzBkOGDMHAgQNx8eJFCAQCXLhwASwWC7a2tjLpDAsLA4fDgZ2dHTMEoijGxsbQ09PDkiVLRH5EpCFp6R8hpMPWsjScnJxgbW2NM2fOQCAQ4PTp09DU1IS9vb3cuoRf1n5+fp3Gff78OfLz85n8PnnyJDQ0NGTu2lSFDUI7njx5AltbW2RnZ8PBwYG5x2azYWlp2eHQlrLykrC2tsbAgQMREhIiU0+bMC9tbGzEfEP4/+PHjyXKxsTEYODAgfjoo49gaGiIsWPH4sGDB+jXrx82b1EEoloAACAASURBVN4MBwcHfPzxxzhz5kynNgjz4W2uX7/ONH5kTce9e/dgZmaGDRs2YODAgXB1dcWpU6dklm9PSUkJrl+/Dl9fX5lskJaOjli+fDksLS0xevRoGBoa4uOPP2buWVtbw8LCArGxsYiIiJDJBmE6PvjgAwwaNAjnzp2DQCDA2bNnwWKxYGdnp1AaZC2L9sTHx2PmzJkKf13euXMHZmZm+O6772Bubo7hw4fj5MmT3SavjA5l69rc3Fyoq6uLfGw4Ojr+5XW1Kvk79mwo3NhYu3YtHj16hKNHj2L8+PFgsVhQV1fH9OnTERERgUGDBiEiIgLr1q2DlpaWTDq3bduG169fIyUlBd7e3krt5VBRUcF0/7/dzSsJa2trGBgYYPPmzWhpacHFixdx9epVNDY2yv1sdXV1+Pn5ITAwEH369EFgYCC2bt0KNpstt64DBw7AxcUFFhYWHcZraWlBcHAwZsyYASsrK9TX1+Pbb7+VOD+hq2wQ2hEUFAQ/Pz9YWVmhoaGB+eoRoqOjg/r6+i6Rfxt9fX1cvXoVOTk5SE1NRX19PQIDAztNw/z58+Hr64tBgwbhk08+QWJiIrKystDU1IRNmzZBTU0NTU1NEuXXrVuHnJwcHD9+HBMmTACLxUJ5eTlycnKgra2Ne/fu4bvvvsPixYuRl5fXYT4Iy7M9mZmZiIuLw5o1azpNR2hoKL788ktYWVnh2bNnyM7Oho6ODh49eoTvv/8eYWFhEuc8SJJvz+HDh5k5D53Z0L485WHDhg148uQJTp48iYkTJ4rsuZCTk4Pc3FysW7dOpDEqzYZ58+Yx5amurg5fX1/MmzcPpqamCA0NxebNm6W+n6ooi/YUFxfjzz//FOvSl4dnz57h0aNH0NXVxZMnT7BlyxaEhIRIbQCrWl4ZHcrWtfX19UzvlhBdXV3U1dXJbLsQVdbVlI5Raumruro6hg8fjoqKCuzfvx/Xrl3D+vXrcfjwYTx58gRHjhzBsmXL5Gpxqqurw83NDaWlpdi5c6cy5oHNZiM4OBhBQUGdjsFpaGjg6NGjOH/+PMzNzfHjjz/Cx8cH/fv3l/u5ycnJ+Prrr3Hu3Dm8evUK58+fR1hYGDN2Lw8HDx7EP/7xjw7jtLa2IjQ0FCwWCxs3bgQArF+/Hr6+vjI1EFRhg9CO4OBgaGhoYNOmTQDayqC2tlYkXl1dHTgcjsrlJcHhcODs7Iz33nsPRkZG2LJlC5KSksR0trdhwYIF0NDQYLpk3d3dERUVhTlz5sDJyQlmZmbgcDgdbnKnrq6OESNGoLy8HPv27UPPnj2hoaGByMhIsFgsjBo1Ci4uLkhJSZFoQ0hICFgsFpMPQvLz8+Hj44O4uDi4uLhIfX5rayvmzZsHDQ0NfP/99wDA2PDVV1+BxWLB1dUVbm5uSE5Olig/f/58sFgsiePwwiGUjpBUnvKirq6ODz/8EOXl5di7d6/IPS0tLfj7+3c4L0xSOlJSUvDNN9/g5MmTKC8vR2JiIhYtWoSMjAyJ8sqWxdvs378frq6uYkNw8iAsy2XLloHFYmH06NFwd3fHpUuXukVeGR3K1rUcDkfs/a2trVVoczxV1tWqpEePHt0SujVNqlDC5/NRVFSErKwsfPjhhxgyZAh69OgBR0dHDB06FNeuXVNIpyxzLTqjtbUVjY2NMo3jOzg4ICkpCeXl5Thz5gwKCgowbNgwuZ/58OFDuLi4wMnJCT169ICzszOGDx8usVLviBs3bqC8vJyZjyAJQgjCw8Px/Plz7Nu3j9ntLiUlBb/88gusrKxgZWWFsrIyBAQE4Mcff1S5DUI7wsLCUFVVhf379zN22NraIjMzk4nX0NCAgoICse5oZeVlRdh1KK0rNzIyElVVVdi9e7fIzoFz587F7du3kZ2djSlTpkAgEMhkg/DdkNVeYXlWVVUhPj5exIbi4mJMmzYNS5cuxZdfftmhjoULF6Kqqgp79+5ldLSfF9WZDREREaiqqsKePXvEdlC8desWKioqMHXq1A51SCpPRREIBCgsLBS73traiqamJom7uEorz4yMDIwaNQpDhw5Fjx494OTkBGdnZ7GGnyrKQhL79+9XqlcDgNLd/KoYJlBGhzJ1rZWVFfh8vkivYHp6usz+3R5V1dWUzpG7sfHixQucOnUKDQ0NEAgESElJwalTp+Di4gJHR0fcvn2b6cnIzMzE7du3O61onz9/jkOHDqG+vp6Z63Ho0CFmoqkk+Hw+eDweBAIBBAIBeDwe+Hw+Ll26hLS0/8fem0c1da3//29rQUyAIJRRkqCVQQERqBNEpNqKaFvqrZZK1SqCaEEUVBCwrd46oaj99LYVS+/3olcQPm0VHGirUvQiioIKggJB5lEmEQIEhezfH66cDyEJJCZ6Wf2d11p7LZKzn+c8zx4OO3s4Tx76+/vR0dGBsLAw6jjtcBQUFEAoFKK7uxuHDx9GQ0PDkCdZxDaIRCIJG5ycnHD9+nVqdJyfn4/r169LdU558mISEhLg5eU15Ig9NDQUfD4fSUlJGDt2LPX92bNncePGDWRmZiIzMxOmpqb45ptv4Ofnp3YbgOenHEpKSpCcnCxhx/vvv4+ioiKkpqZCKBQiOjoatra2UtPRqsrL8+PWrVvg8/kQiURobW3F1q1b4ebmJjUNCzzfTFtaWoqTJ09K2CAUClFUVARCCGpraxEaGgp/f39qI7KYlpYWpKamUn3jypUrSE1NhaurK2bOnAkzMzN899136OvrQ05ODm7cuAF3d3eZ5TC4Puvr6/H+++/Dz88Pa9euHbIutmzZAj6fj8TERAkdLi4uMDc3x5EjR9DX14fs7GxkZWVh3rx5EvJbt24Fn89HQkKChLyYpKQkvPfee0O2CXn1CTw/VioUCgE8PworFAolBn8tLS1ISUmhyjEjIwNnzpwBj8fD1atXUVBQgP7+fnR2dmLnzp1gsViwtLSUskGeH46OjsjOzqZmMu7du4fs7Gypf1bqqIvBXL9+HXV1dcOeQhEj7znH4/HAZrMRExODvr4+qq+LN72qS15dOgaj7LN2IEwmE3/729/w5ZdfoqurC1lZWUhNTR1yAKfqs/pV8qr2a7zyd3kQJaiqqiJ37twhM2fOJLq6ukRbW5tYW1uT/fv3k6qqKlJVVUV27dpFuFwuYTKZhM1mk6ioKOpaf3+/zNTY2Ejc3NwIi8UiOjo6xM7OjsTGxkrl6+npoVJUVBQBIJGioqLIyZMniZWVFWEymeSNN94gHh4e5NatW5Rcb2+v3BQSEkL09PQIk8kkCxYsIPfv35fKIxAIqBQRESFlQ0REBBEIBCQmJoZMnDiRaGtrEwsLC7J3714J2eHkW1paCIvFIufOnZOSa29vJ+3t7eTevXsEABkzZgxhMplU+vHHH6k84sRms0lKSgr1WVUbOjo6qFRYWCjTjri4ONLR0UFSU1OJpaUl0dLSIjwejxQUFKhNvru7m3R3d5PIyEgpPyIjI0l8fDzhcrmEwWAQY2Nj4uPjQ8rLyym55uZm0tzcTO7cuUPZwGAwqHT06FHy8OFDMmXKFMJgMIihoSEJDg4mjY2NlGxtbS2pra0l+fn5Un0jOjqaup6enk6cnJzI2LFjiaWlJYmLiyO1tbXkyZMn5MmTJ6SgoEBuOYjraeD3TCaTkm1rayNtbW0kPz9fpo5jx46RtrY2kpWVRd566y3CYDCIlZUVOXHiBGlrayOtra2ktbWV5OXlyZSPjY0lra2tpK6ujujq6pLTp09TMuKkaH1yOBypuiooKCANDQ2koaGBFBQUkFmzZlHlaGNjQw4ePEgaGhrIjz/+SN58803CYDCIvr4+mTdvHklPT6dkW1paSEtLC7l7965MG44ePUpaWlrI/v37yYQJEwiTySRcLpfs2rWLtLS0qKUunj17Jjf5+fkRHx+fIfN0dXVRSV677urqIjk5OWTGjBmEwWAQGxsbcurUKQlZdcirokPVZ21vb6/c/0Wtra3Ey8uLMBgMwmazSUJCgsx86nhWv2q0tLSIjY3NK0nOzs6vzK9RhCgegUnWy5SU4UX2PwxEHQGKVF2nUkcgNlUZCYHY1BGwSh2o6oc6AjX19vaqJE8HYnvOSAiapY6gW4puiJcHHYjt/xgJgdhe9WbRsWPHqmWvnSIwmUzk5ua+knvRryunoaGhoaEZQdCvK6ehoaGhoaGhURJ6ZoOGhoaGhmYE8aqPpb4K/noe0dDQ0NDQ0Iwo6JkNGhoaGhqaEQS9Z4OGhoaGhoaGRkmUmtkQR0R8UVQ9LqmO43mqHl0dKlKloqh6THEkrOepoxzUcYxY1bJUx7E2VY9LvkhMh8Go+kto3LhxKtsgL1aMoqjj2Kmqx4jVcVRS1Tap6lFqQPXjt+p41qpaDuqwY6Qc0VeGUaNGjYhnvLr563lEQ0NDQ0NDM6Kg92zQ0NDQ0NCMIOg9GzQ0NDQ0NDQ0SqK2wUZycjLs7e3BYrFgbW39QpFeldFx9OhRuLq6Qk9PD+vWrZOZZ8+ePWAwGPjzzz+lrsXGxmLOnDnQ19dHQECAhA3GxsZUMjQ0hLa2Nu7evSvXBhaLBX9/f+r7mzdvYvHixTAzMwObzYaPj4/MqJSq2tDb24vAwEDY2trCzMwMPB4PFy9epK5fuXIFzs7OMDY2xuLFi2W+bl6eDQDw66+/wsnJCSYmJnB2dsa5c+dkFTNiY2PB4/Ewbtw4qbro7u7G5s2bweFwYGpqigULFkjJ9/b2IigoCHZ2djA3N8ecOXNw6dIlAEBxcTHc3d3B5XLB5XLh5eWF4uJiKR3Hjh2Dm5sbDAwMpPyIj4+Hg4MDTExMsGTJEpl1AajeptThx8aNG+Hk5AQbGxvMmTMHiYmJ1LWenh5ERkbC3t4ekydPxkcffSTTxo0bN8LR0RHW1tbg8XiUjpqaGowfPx6WlpZUOnLkyEsph+DgYDg4OIDD4cDd3R2XL18GAPz888/gcDhUMjc3h4GBAfLy8iTkN23ahGnTpoHL5eLtt9+m5AEgJSUFs2fPBpfLhYuLC9LS0qRs+OGHHzB79mzo6OhIBR/8888/YW9vDz09PSxYsABVVVUyfdi4cSOmTp0KDoeDuXPnUnVZXV0NfX19sNlsKh08eFBmObq4uEBXV1fChqdPn2L58uWwsrKClpaWVLTZkWSDWIes51xRURFcXV1hamoKU1NTLFq0CEVFRUPqGNymqqqqwGAwYGhoSKV9+/bJtUVcLmvXroWFhQV0dXXh5OSE3377bVgZVZ+Vr5K/YiA2tSyjXL58GZGRkUhISMCMGTPkPszVqcPU1BTh4eG4fPkyFUFyIOXl5UhJSYGJiYlc+bCwMCl5b29veHt7U59PnjyJ6OhoTJs2bUgbBm6Oa29vh6+vL9599128/vrrCAkJQUBAAM6ePatWG/r6+jB+/HikpaWBzWbjjz/+wOrVq3Hjxg1oa2tjxYoV+Mc//gFPT0/s3r0bq1evlvrnIM+G+vp6+Pn5ITk5Ge+++y7++OMPrFy5Evfv34eRkZFC5QAAQUFB6O/vx+3bt6Gvr09FV5Tlx4ULF8Bms3Hx4kWsWbMGWVlZMDExwfHjx8HhcCASiRAXFwdfX19cv35dQoeJiQm2bduG9PR0CRuuXbuGXbt2IS0tDW+++SbCwsKwZs0a/P7771J2qNqm1OFHUFAQYmJiMGbMGDx8+BDLli2DnZ0dpk6dirCwMCqarJ6eHhVdeTCDdSxduhR2dnbUJtCioqIh41aoqxzOnTsHc3NzXLp0Cb6+vrh27RqWLVuGZcuWUXkTExNx6NAhODg4SMibmZnh7NmzlPzatWuRmZkJDQ0NbNiwAf/+978xf/586tqdO3dgaGhI6TAzM8P27dtx6dIlCR9aWlrg7e2N2NhYLF68GDt37sSKFSuQmZkp04fz589L2DDwB1BFRcWw5Si2YXC/cHFxQVBQED799FO58iPBBrEOWf3b1NQUiYmJVJuOjY3FqlWrkJOTM6QOWW2qoaFB4VgqfX19YLPZuHLlCjgcDtLS0uDt7Y179+7JjSmijmcljWqoZbCxa9cuREVFYdasWQCA8ePHv3QdH374IQDgzp07qK+vl7oeEhKCr7/+Gps3b5Yp7+XlNaS8mISEBCxfvlzmKHCgDXV1ddT3Hh4eEvnWr18v8xe9qjYwmUxERkZSnz09PcHlcpGXl4e2tjbY2NhgyZIlAICIiAhMmDABfD5fIjy7PBvq6urAYrEouxcuXAgGg4GKigqpwcZAHQPLgc/nIy0tDXw+H7q6ugCeh/ceDJPJREREBPV54cKF4HA4yMvLg5eXFxXKnRCC0aNHo6KiQkqH2Ia7d+9K2JCWloYlS5Zg8uTJAIDw8HBYWVmhvLwcEydOlNChaptShx/W1tbU3+JfH1VVVWAymbh06RJycnKoExdTp06VacdAHWI9lZWVCp84UUc5hIeHU589PDyodsnhcCTyJicnw9vbG6NGjaJOHsiTz8/Ph5mZGVgsFhXGfMGCBWAwGKisrJQYbMjrmykpKZgyZQo1K/TFF1/AzMwMxcXFsLGxkfBh+/btEjaI61LWDw9ZiG24ffu2hA2amprYuHEjgKFPdY0EGwbqGFyWenp6Um26rKxsWB1DPesUgclkYufOndTn9957DxMmTMDt27flDjbU8ax8VdCnUeQg/tXa0tICGxsbWFhYIDg4WKljcOrQMZDTp09DU1MTCxcufCF5MdXV1cjKyoKPj49Keq5du0b9s3uZNjQ1NeHhw4eYPHkyioqKYG9vT11jMpmYMGGC3GnOwTg5OcHa2hoXLlxAf38/zp07hzFjxsDOzk5h23NycsBms7F7925wOBxMnz4dKSkpCvlRVlYmUWYcDgfGxsYICwtDaGiowjYQQiSOz4n/fvDggcI6gBdrUy/qR2RkJCZNmoS5c+fCyMgI8+bNw927dzF+/HgcOnQI9vb2mD9/Pi5cuCD33hEREXjzzTcpHfPnz6euzZw5E87OzggJCUFbW5vC/gCqlcPAf+bA82Wd69evS8ziDSc/bdo0WFpa4rfffkN/fz/S0tKgqamJKVOmKGTLgwcPpPrFxIkTh+0XsnxwcHCAra0tAgMD0draqtD9VWEk2CALExMT6OnpITQ0FGFhYS+kw9raGpMmTcK6devQ0tKilOyjR4/A5/Nha2ursIw6n5U0iqHyYOPRo0d49uwZfv31V2RkZCA3Nxd5eXnYu3fvK9UhRiAQ4KuvvpK5fqksiYmJcHFxUSncb0FBAfbt2/dCvihjw7Nnz+Dn5wcfHx9YWVmhq6uLmk0Qo6urC4FAoNB9R48eDR8fH/j6+kJfXx++vr749ttvlXovRX19PR48eAAWi4WHDx/i8OHDWLduncy9CgP98Pf3p9aTxVRXV6O6uhoHDx6U+4teFh4eHjh9+jQKCwvR09OD/fv3Y9SoUUoNZF+kTanix969e1FSUoLTp0/D09MTmpqaaGhoQElJCXR0dHD79m3s3r0bISEhKC0tlalj37594PP5OHPmDKVDX18faWlpuHnzJn7//XcIBAIEBQW99HIICAjAJ598IvUrMTk5mdp7MZT8+vXr4e3tDUtLS4wePRre3t5Yv349zMzMEBAQgEOHDincLru6usBisSS+Y7FYQ77rZLAP+vr6SE9PR35+PjIyMiAQCOTubVEXI8EGeTQ2NuLRo0c4cuSIxHKYIhgYGCAzMxMlJSXIysqCQCCAr6+vwvLPnj3DihUrsGrVKqnB7FAy6nxWvgz+ins2VB5sjB07FgAQGBgIU1NTvPHGG9i8efOwG3bUrUPM7t27sXz5cpUGCGJOnTo17HrmUJSVlcHLywsxMTHg8XgvzQaRSAR/f39oaGggJiYGwPPReUdHh0S+zs5OaGtrK3TfjIwMfPHFF/jtt9/w+PFj/P777wgMDJS550IeWlpa0NDQQHh4ODQ1NTFnzhy4ubkhPT1drh8BAQHQ1NSU+Q+NyWTC19cX69evR3Nzs0I2uLu7IyoqCitWrMCUKVPA4XCgo6Oj1AvqlG1T6vBj9OjR1N6lEydOUGW5adMmaGpqYvbs2XBxcRlyY99gHUwmEw4ODnj99ddhaGiIPXv24OrVqwq/VOxFymHDhg3Q1NREdHS01HXxEooy8levXsWuXbuQkpKChoYGpKamYvPmzSgoKFDIJln9oqOjQ+7LwEQiEdavXw8NDQ0cOHAAAKCtrQ1HR0e8/vrrMDIywoEDB5CRkSGlV12MBBuGg8lkwt/fH35+fmhqalJYTltbG87Oznj99ddhbGyMw4cP4/Llywr5IRKJsGrVKmhqauK7775T6H4v41lJoxgqDzbGjRsHc3NzlUZJ6tAhJiMjA0ePHoWFhQUsLCxQW1uLlStX4tChQ0rpuXHjBhoaGqi1RmWpqqrCokWLEBER8cLLMIrYQAhBYGAgmpubcfLkSeotjJMnT0ZhYSGVr6urCxUVFQov59y7dw8uLi5wcnLCa6+9BmdnZ0yfPh0ZGRkK26/MkgshBEFBQWhqasKJEyfkvk1SJBKhp6dHqXXfdevWIS8vDxUVFfDy8kJfX5/C0+6Acm1K3X709fWhqqrqhZfhgOfLlLJOXIj7m6JvaVS2HIKDg9Hc3Iz4+Hipcrh58yYaGxvxwQcfyLwXIQSbNm1Cc3Mz/vWvf1HyBQUFmD17NhwdHfHaa6/ByckJzs7OQw66BjJlyhSJgUlXVxfKy8tlli8hBBs3bkRzczOOHz8uty5f5i/EkWCDoohEInR3d6u0J0PRNkkIgZ+fHx49eoRffvlFobfPvqxnJY1iqGUXymeffYbvv/8eTU1NePz4Mb799lssXrz4pero6+uDUCiESCRCf38/hEIh+vr6kJaWhpycHGRnZyM7Oxumpqb4xz/+IXUcUp68mISEBHh5eQ35+mOxjv7+fgkddXV18PT0REBAgMRRMUV9UMaGkJAQlJSUIDk5mZohAoD3338fRUVFSE1NhVAoRHR0NGxtbaWmsuXZ4OTkhOvXr1MzGfn5+bh+/brMAYS8cuDxeGCz2YiJiUFfXx9u3LiBzMxManPfQEJDQ8Hn85GUlCThR0ZGBvLz89Hf34+Ojg5ERkZCT09PahPkQBtEIhFlg1AoxIMHD0AIQU1NDYKDg7FhwwaZmyVVbVOq+tHS0oLU1FR0dXVRp05SU1Ph6uqKmTNnwszMDN999x36+vqQk5ODGzduwN3dXeL+snSkpKTA1dUVd+7cwcOHDyESidDW1oYvvvgCs2fPlppCVkc5bN26FXw+HwkJCRLlICYpKQnvvfee3LYtT97R0RHZ2dnUgOHevXvIzs6WWq+X1ya9vLxw//59nDlzBkKhEHv27IG9vb3MKfgtW7aAz+cjMTFRwobc3FyUlpZS5bh9+3bweDy55TjYBuD5UUzxqYynT59CKBTK/Ac7EmyQpyM9PR15eXlUmw4LC4Oenp7MspTXpm7dugU+nw+RSITW1lZs3boVbm5uUktdg9mwYQOKiopw9uxZme1LFqo+K18lr7322itJrxSiBM+ePZOZuru7SUBAAGGxWMTY2JgEBgaSzs5OuflfVEd3dzeVIiMjCQCJFBkZKZGnu7ubcDgccv78eeqzQCAgAoGARERESMlHREQQgUBAWlpaCIvFIufOnaPyi1NPTw+VoqKipHRERUWRHTt2EACEyWRKJLGcqjZ0dHSQjo4OUlhYSACQMWPGSNwnLi6OdHR0kNTUVGJpaUm0tLQIj8cjBQUFlKwiNsTExJCJEycSbW1tYmFhQfbu3UvJdXV1UUleXXR1dZGcnBwyY8YMwmAwiI2NDTl16hQl197eTtrb28m9e/dk+vHjjz+S+Ph4YmlpSZhMJjEwMCDvvvsuuXbtGiXb2dlJOjs75fpRU1NDbG1tCYPBIEZGRiQ0NFRCTh1tSlU/amtrSW1tLcnPzyczZ84kurq6RFtbm1hbW5Po6Gjqenp6OnFyciJjx44llpaWJC4ujrpWV1dH6urqyL1798isWbMoHTY2NuTAgQOkrq6OfP/994TNZpOxY8cSIyMj8tFHH5G7d++Suro6tZRDa2sraW1tJXl5eTLLITY2lrS2tpK6ujqiq6tLTp8+Tcm0traSlpYW0tLSQu7evStT/ujRo6SlpYXs37+fTJgwgTCZTMLlcsmuXbso2d7eXtLb20v1wYFpx44dpLe3l6SlpRErKyuipaVF3NzcSElJCSXX1tZG2traSH5+vkwbjh07RuLi4giHwyEMBoMYGxsTb29vUlRURMkKhUIiFArlPh+EQiHhcDhS14qLi4lQKBwRNijynDt58iSxsrIiTCaTvPHGG8TDw4PcunWLklOkTcXHxxMul0v54ePjQ8rLyyk5kUgklSoqKmSWy7///W+pvOp4Vr5qGAwGmT59+itJzs7Or8yvUYQoHulm4K/u/wbqCNylamCekRCITR3BhVQd1apj2lYd9alqfaijPp8+faqSvDo2ov0VArEp8SiSy0gIxKZqELTu7u7/ug3qqAt16NDS0lJJXh19S9U2pSxMJlOpJWhV6O/vR25u7iu511/vMC8NDQ0NDQ3NiIIOxEZDQ0NDQzNCeJUv9VJ1ll0Z6JkNGhoaGhoampcKPbNBQ0NDQ0MzghgJR5nVDT2zQUNDQ0NDQ/NSoWc2aGhoaGhoRhB/xZkNpQYbqm5aUfWI4Eg4dqqqD4DqR8IUDcU8FKoen1XkjX3DMWbMGJV1jIT6VLVfqONonapH/GSF/X7VNgyM2vqiqHp0VdHX4A/FULFeFEFTU1NlG1TtFyMl6qiq/3TVcbyeRj3QMxs0NDQ0NDQjBDrEPA0NDQ0NDQ3NC0DPbNDQ0NDQ0Iwg/op7NtQys7Fy5UqMHz+eCsLz008/DZn/6NGjcHV1BYvFkghUdvPmTSxevBhmZmZgs9nw8fFBQ0ODQjYUFRXBw8MDhoaGmDx5MlJTU4fMf+zYMbi5ucHAwEAqkFR8U8s1NwAAIABJREFUfDwcHBxgYmKCJUuWyLSht7cXgYGBsLOzw/jx48Hj8XDp0iUAQE5ODry8vMDlcjFx4kSsWrUKjY2NMnUEBQXBzs4O5ubmmDNnDqVjIPv374eenh6uXLkidS02NhZz5syBvr6+lB+//vornJycYGJiAmdnZ5w7d06uH7a2tjAzMwOPx8PFixep61euXIGzszOMjY2xePFiVFdXS+mQV59FRUVwdXWFqakpTE1NsWjRIhQVFSksr0x7kFcOycnJMDY2ppKhoSG0tbVx9+5dqXKQVxfFxcVwd3cHl8sFl8uFl5cXiouL1V6W6mhTALBx40Y4OjrC2toaPB4PiYmJAICamhqMHz8elpaWVDpy5IiUDRs3bsTUqVPB4XAwd+5cyobq6mro6+uDzWZT6eDBgzJt2LRpE9566y3Y2trC3d0dp06doq6dP38e8+bNw5QpUzB//nz88ccfUvLiNqGnp4d169ZR31dVVYHBYMDQ0JBK+/btk1kX6vADACorK2Fvb4+tW7cCeN7WHB0dqTR16lTY2Nigra1NygcXFxfo6urCz8+P+v7p06dYvnw5rKysoKWlNWTEWlXbdWxsLHg8HsaNGydRjsDz16Jv3rwZHA4HpqamWLBggUwb1NE/5dXnQPbs2QMGg4E///xTbnmI+e677/DWW29hzJgxWL169bD5e3t7ERwcDAcHB3A4HLi7u+Py5csAgJ9//hkcDodK5ubmMDAwQF5e3rB6/+qUl5dj7dq1WLp0KQDA09MT69evp/pCfX09Pv30U6xatWrYiOBqGWxs374d5eXlaG9vR0pKCr788kvcvn1bbn5TU1OEh4fjs88+k/i+vb0dvr6+KC4uRklJCXR0dGRGlBxMX18fli5dCk9PTzQ2NuKHH37A6tWrwefz5cqYmJhg27ZtWLlypcT3165dw65du5CUlITq6mpwuVysWbNG5j3Nzc1x4cIF1NTUYMeOHVi9ejWqqqrQ3t6O1atXo6CgAIWFhdDR0cHnn38uU8f48eNx4cIFVFdXIyoqCmvWrJEIB15RUYGzZ8/CxMREph+mpqYICwuT8qO+vh5+fn7Yv38/GhoasGfPHvj6+qKpqUmmDWlpaaitrUVUVBTlR2trK1asWIEdO3agqqoKjo6OMju2vPo0NTVFYmIi6uvrUVtbi8WLF2PVqlUKyyvTHuSVg7e3Nx49ekSlI0eOYMKECZg2bZrMcpBVFyYmJjh+/DgqKytRXl4OT09P+Pr6Stmgalmqo00BQFBQELKzs1FSUoL4+HgcOHCAit4LPB8ElpaWorS0FCEhITJ9OH/+PCorKxEZGYm1a9dKDIwqKipQU1ODmpoabNu2TaYNgYGByMrKwv379/HTTz/h0KFDKCgoQGNjIzZv3owvvvgC9+/fR2RkJIKDg9HS0iJVn+Hh4TLbCwA0NDSgubkZzc3NiIiIkFsXqvoBAH//+99hb29PfV6/fj3u3r1LJX9/f8yYMQP6+vpSPmzfvl2qXQOAi4sL/vWvf8nt1wN1qNKuhyrHoKAgPH78GLdv30ZtbS2io6Pl2qCO/jlUfZaXlyMlJWXY8hBjZmaGHTt2yOyHshC3h3PnzqGyshIRERHw9fVFdXU1li1bhurqaiodOHAAFhYWcHBwUEj3y2CkRH2dOHEi/vnPf1KfGQwGRCIRjI2NAQD//Oc/sX37dsTHxyMuLm5IXWpZRhkY3nnUqFEYNWoUysrK4OzsLDP/hx9+CAC4c+cO6urqqO89PDwk8q1fv17uaHsgJSUlaGhowKZNmzBq1Ci8/fbbmD17NhITE7Fz506ZMl5eXgCAu3fvStiQlpaGJUuWYPLkyQCA8PBwWFlZoby8HBMnTqTyMZlMiYfcwoULweVykZeXR+kW4+/vj8WLF0vZIEsHh8NBXl4etaN927Zt2LlzJ7Zs2TKkH3fu3EF9fT31fV1dHVgsFlV+CxcuBIPBQEVFBYyMjCRsiIyMpD57enpSfrS1tcHGxgZLliwBAERERGDChAng8/kSdS6vPvX09KCnpwfg+Qmc0aNHo6ysTMoHdbQHeeUwmISEBCxfvlxqmnKouvDy8pLyo6KiQkr3i5alpaWlXBuUbVMAJMLWA8/7ZGVlpULB1phMJrZv30599vDwoMph8D+yoRgYnltc1lVVVejr64Ouri7efvttAMD8+fPBYDBQVVVF9TlAsk0MVZ8v248LFy5AR0cHjo6OEj8CxBBCkJqaisDAQKlrYh9u374t0a41NTWxceNGAMOfsFO1XQ+UH2gDn89HWloa+Hw+FZbe0dFRpm519M/h6jMkJARff/01Nm/eLNfHgfztb38DAOTm5qK2tnbY/EwmE+Hh4RK2i/sWh8ORyJucnAxvb++/5FLGYJqbm/HWW29Rn9etWyd35gl4Pgv02muvITQ0FPfu3UNtbS3YbLZCAxe1bRANDAyEtrY2pkyZQk2Zq8q1a9ckHkDykHWUlBCC+/fvK31PQoiEPvHfDx48GFKuqakJDx8+lGnv9evXYWNjM+y9m5qaUFZWRulISUmBhoaGQgOuwTg5OcHa2hoXLlxAf38/zp07hzFjxgwbTXCgH0VFRRK/6JhMJiZMmCBzKWQoTExMoKenh9DQUISFhSntixhF24M8qqurkZWVBR8fn2HzDq4LAOBwODA2NkZYWBhCQ0MV0qFKWarSpiIiIvDmm29i7ty5MDIywvz586lrM2fOhLOzM0JCQqSm/mXZUFZWJnEvBwcH2NraIjAwEK2trXJlo6KiYG1tjXnz5sHIyAhvv/02pk6dikmTJuHSpUvo7+/HH3/8AU1NTaXr1draGpMmTcK6deukZkXU5YdAIMC3334rMWgZTG5uLlpbW1+oj6oLZdq1mJycHLDZbOzevRscDgfTp09HSkqKSna8aP88ffo0NDU1sXDhQpXurwyy2gPwfKnx+vXr8Pb2fmW2yEL8o/1lJ0NDQ+Tm5lJpqIEG8H9Hoo2MjCAQCGBubo7a2lqFXqWgtsHG999/jydPnuDq1atYsmSJyu9QKCgowL59+7B3795h81pbW8PQ0BCHDh3Cs2fPcOnSJWRmZr5QqGYPDw+cPn0ahYWF6Onpwf79+zFq1Kghw2c/e/YMfn5+1DrsQAoLCxEdHY2vv/56yPs+e/YM/v7+lA6BQIC///3vMtejFWH06NHw8fGBr68v9PX14evri2+//RZMJnNYP3x8fGBlZYWuri7qV48YXV1dpd+n0NjYSE31vujUpDLtQR6JiYlwcXGBhYXFkPkG14UY8TTrwYMHMXXq1GF1qFKWqrapffv2gc/n48yZM/D09ISmpib09fWRlpaGmzdv4vfff4dAIEBQUNCQPgQEBOCTTz6BlZUV9PX1kZ6ejvz8fGRkZEAgEAz5cNqzZw8ePHiAX375BQsXLoSmpiZGjx6Nv/3tbwgODoalpSWCg4Oxd+9ehUOiGxgYIDMzEyUlJcjKyoJAIBh2Kv1F/fjmm2/w0UcfwdTUVK7uM2fOwMPDY8h+9bJRtF0PpL6+Hg8ePACLxcLDhw9x+PBhrFu3TuZeJEV40f4pEAjw1VdfDblnRt0Mbg8DSU5OxuzZs1V+V8pfhdbWVmrZcN++ffjss8+wYcMGlJWVYdasWVi7di0OHDgAPz8/iX1JslDraZTRo0eDx+MhISEBsbGx1FShspSVlcHLywsxMTHg8XjD5tfQ0MAvv/yCkJAQHDp0CE5OTli6dOkLDXjc3d0RFRWFFStW4MmTJwgMDISOjg7MzMxk5heJRFi3bh00NTURExMj5cfSpUsRHR0NFxcXufcUiUQICAiApqYm1en27dsHb29vpR4gA8nIyMAXX3yB3377DdOmTcPdu3fx8ccf48yZMzL/UYpEIvj7+0NDQ4Pyg8lkoqOjQyJfZ2cntLW1lbaHyWTC398fbDYbd+/elVjKGQ5l24M8Tp06RW1skoesuhgIk8mEr68v3nzzTdy6dUvmi6hULUt1tCngeX+cMWMGfv31V5w4cQJr166lBnuGhobYs2cPHB0d0dnZibFjx0rZsH79emhoaODAgQMAAG1tbWqq3cjICAcOHMDkyZPR0dEhNZAaaMP06dNx5swZnDx5EpaWlti3bx+Sk5NhZ2eHgoICrF27FsePH4e7u/uQ/ohtEC/PGhsb4/Dhw5g4caJcG5T1Q0xRURFu3LiBM2fOyLVFKBTi999/xw8//DCs3S8TRdr1YLS0tKChoYHw8HC8/vrrmDNnDtzc3JCenq7QLOxAVOmfu3fvxvLly1/4OacsIpEIGzZsgKampsw9KsnJyQov5fz/AQMDA8TGxsq9bmZmhhMnTiik66W8Z6Ovr0/m2rwiVFVVYdGiRYiIiFBqWtDe3h6XL19GQ0MDLly4gIqKCom1KGVYt24d8vLyUFFRAS8vL/T19WHKlClS+QghCAoKQnNzM/79739LvFWzuroaH374IbZt24ZPPvlE7r3EOpqamnDixAlKx9WrV3Hs2DFYWVnBysoKdXV1WL16Nb755huFfLh37x5cXFzg5OSE1157Dc7Ozpg+fbrMHcOEEAQGBqK5uRknT56kbJg8eTIKCwupfF1dXaioqHjhpQyRSITu7m6l1uBftD0M5saNG2hoaKDWjmUhry4GIxKJ0NPTI9MPVctSHW1qMP39/TL3G4jXpAcvQxJCsHHjRjQ3N+P48eNyy0GZNe2+vj5UVVXh/v37mDlzJqZOnYrXXnsNDg4OcHR0xLVr1xTWpYgPqvpx8+ZN1NXV4e2334arqyv+3//7f7h48SK15wYALl68CD09PcycOfOFbFcHirRrWQy3nKooqvbPjIwMHD16FBYWFrCwsEBtbS1WrlyJQ4cOqcW+gRBCEBwcjObmZsTHx0u1h5s3b6KxsREffPCB2u+tDK9qCeVV70lRebDR1NSEpKQkCAQCag02KSmJ2gAmi76+PgiFQvT396O/vx9CoRB9fX2oq6uDp6cnAgICJI5YKUJBQQGEQiG6u7tx+PBhNDQ0yN35PNgGkUhE2SAUCvHgwQMQQlBTU4Pg4GBs2LBB5ua6kJAQlJSUICkpSeKXYX19Pd5//334+flh7dq1Q9odGhoKPp8vpePs2bO4ceMGMjMzkZmZCVNTU3zzzTdSU1Vim0UikURZOjk54fr169QphPz8fFy/fl3mQ0bsR3JysoQN77//PoqKipCamgqhUIjo6GjY2tpKTT3Kq8/09HTk5eWhv78fHR0dCAsLo45HKyKvTHuQVw5iEhIS4OXlNeSrweXVRUZGBvLz8yk/IiMjoaenJ7URUx1lqWqbamlpQWpqKrq6utDf348rV64gJSUFrq6uuHPnDh4+fAiRSIS2tjZ88cUXmD17ttSMwJYtW8Dn85GYmChhQ25uLkpLSyn57du3g8fjScm3tLTg7NmzlA1Xr17F2bNn4eLiAgcHB9y6dYvaT1VYWIhbt25JDbrk1eetW7fA5/MhEonQ2tqKrVu3ws3NDSwWS6osVPHD29sbly5dQkpKClJSUvDJJ5/A3d1dYmd+SkoKvLy85D605bVr4PlRTPEr4p8+fQqhUChzwKRqu5ZnA4/HA5vNRkxMDPr6+qhnzTvvvKOwDnX0z7S0NOTk5CA7OxvZ2dkwNTXFP/7xj2FPIQ5VtvLYunUr+Hw+EhISpGbyACApKQnvvfeeWsIH0MiAKEF/f79UamxsJG5uboTFYhEdHR1iZ2dHYmNjZebt6ekhPT09JCoqigCQSFFRUWTHjh0EAGEymRJJLNfb2ys3hYSEED09PcJkMsmCBQvI/fv3Zebr7OwknZ2dJCIiQsqGiIgIUlNTQ2xtbQmDwSBGRkYkNDSUtLe3U3JPnjwhT548IQUFBQQAGTNmjIStcXFxlO7Bfohl29vbSXt7O7l3755MHT/++COVR5zYbDZJSUkh7e3tRCAQUEmeHwKBgMTExJCJEycSbW1tYmFhQfbu3UvJdXR0kI6ODlJYWCjXj46ODpKamkosLS2JlpYW4fF4pKCggHR0dFB1MlR9njx5klhZWREmk0neeOMN4uHhQW7duiUhq0p76OnpUagcWlpaCIvFIufOnZMoO4FAoFBdxMfHE0tLS8JkMomBgQF59913ybVr1yhZVctSHW2qrq6O1NXVkXv37pFZs2YRXV1doq2tTWxsbMiBAwdIXV0d+f777wmbzSZjx44lRkZG5KOPPiJ3794ldXV1pK2tjbS1tZH8/HyZNhw7dozExcURDodDGAwGMTY2Jt7e3qSoqIiSraqqIlVVVeTOnTtk5syZlA3W1tZk//791PVdu3YRLpdLmEwmYbPZJCoqilRVVZHu7m4qRUZGStVnZGQkiY+PJ1wul7LBx8eHlJeXU3Kq+lFSUiIzBQUFkffff5/6/J///IeMHj2aXLx4USqvUCgkQqFQbrsWCoWEw+FIXSsuLiZCoVDh/j1Uu+7q6iJdXV1yy7Grq4vk5OSQGTNmEAaDQWxsbMipU6coOXX0T0Xqc2Ce7u5uwuFwyPnz56nP8vjqq6+k9H311VdS+VpbW0lrayvJy8uT2R5iY2NJa2srqaurI7q6uuT06dOUjDi9anR0dMj8+fNfSXJ2dn5lfo0iRPGoYKoG71I16JU63hevqg2qlgFAB2JTJ6oGnBru15AiqNouVW0PgOpB0GT90lOWzs5OleTVEYhN1YByIyEQmzrapKpT5Op41qqjXavaLoc7baUIg9+f8rLR1dXFjBkzXsm92tvbkZub+0ruRb+unIaGhoaGZgTxV3zHBx2IjYaGhoaGhualQs9s0NDQ0NDQjBDoEPM0NDQ0NDQ0NC8APbNBQ0NDQ0MzgqD3bNDQ0NDQ0NDQKMkrndnQ1NRUSV4dR6lUPTb6IvFWBqNq3Bh1HDvt7e39r8oDqpcDoPpRZi0trf+6DeqoT3mvC1eUZ8+eqWyDqmU5VPwhRVH1GSPr5WDK0tXVpZK8OtqDqjrUUReKxrsZClWPAat6HBt49UdfAXpmg4aGhoaGhoZGaeg9GzQ0NDQ0NCMI+jQKDQ0NDQ0NDY2S0DMbNDQ0NDQ0I4T/RkTWV4FaZjZWrlyJ8ePHUxE9f/rppxfSU1paCgaDgZUrVyotO2/ePDCZTLBYLLBYLJkh4Qdy9OhRuLq6gsViSUQsLCoqgqurK0xNTWFqaopFixahqKhISr63txfBwcFwcHAAh8OBu7s7Ll++DAD4+eefweFwqGRubg4DAwPk5eVJ6IiNjcWcOXOgr68vEeUwOTkZxsbGVDI0NIS2tjbu3r07bDkUFRXBw8MDhoaGmDx5MlJTU4fM39vbi8DAQNja2sLMzAw8Hg8XL16krl+5cgXOzs4wNjbG4sWLUV1dLVNHUFAQ7OzsYG5ujjlz5uDSpUtS+fbv3w89PT1cuXJF4nt5dXHz5k0sXrwYZmZmYLPZ8PHxQUNDg1w/Nm7ciKlTp4LD4WDu3LmUDdXV1dDX1webzabSwYMHpXSI7dDT08O6deuo76uqqsBgMGBoaEilffv2KVUOxcXFcHd3B5fLBZfLhZeXF4qLi6V0xMbGgsfjYdy4cRI2AM83J2/evBkcDgempqZYsGCBlPyxY8fg5uYGAwMDqciZ8fHxcHBwgImJCZYsWSKzLNVRjgDw+eefw97eHm+++SZmz56NkydPUtf+85//wNXVFRYWFliyZAlqamqkbFC1b6laDgAQGBiIqVOnYtKkSXBxcUFCQgIA4Pbt2/j4449hY2ODKVOmwM/PD48ePZJZlqr4MVTffPr0KVauXAk7Ozvo6uoiMzNTpg/qeM7Jaw/A8za5detWTJo0CVwuF4sXL5Zpg4uLC3R1dSWiVj99+hTLly+HlZUVtLS0cPXqVZk+yCM5ORn29vZgsViwtrbGtWvXFJKrqKiAlZUVNm/eTH2XmpoKV1dXTJ48Gf7+/mhvb1fKFprhUctgY/v27SgvL0d7eztSUlLw5Zdf4vbt20rrCQoKwvTp01/Yjm+//RZPnjzBkydP8ODBgyHzmpqaIjw8HJ999pnU94mJiaivr0dtbS0WL14sM1R9X18fxo8fj3PnzqGyshIRERHw9fVFdXU1li1bhurqaiodOHAAFhYWcHBwkLpXWFiY1ODK29sbjx49otKRI0cwYcIETJs2bUif+vr6sHTpUnh6eqKxsRE//PADVq9eDT6fP6TM+PHjkZaWhtraWkRFRWH16tWoqqpCa2srVqxYgR07dqCqqgqOjo5YvXq1XB0XLlxAdXU1oqKisGbNGlRVVVF5KioqcPbsWZiYmEjJy6uL9vZ2+Pr6ori4GCUlJdDR0ZEbelpsw/nz51FZWYnIyEisXbtWYnBUUVGBmpoa1NTUYNu2bXLtkFXfANDQ0IDm5mY0NzcjIiJCqXIwMTHB8ePHUVlZifLycnh6esLX11cpG4KCgvD48WPcvn0btbW1iI6OlspjYmKCbdu2SbWpa9euYdeuXUhKSkJ1dTW4XC7WrFnzUsoRAIKDg5Gbm4uysjKcOHEC+/fvR35+PlpbW+Hr64vw8HAUFxdj2rRpUoMqdfQtVcsBADZu3IicnBw8fPgQx48fp3xob2/HihUrkJOTg9zcXGhra0v841KXH0P1TQCYNWsW4uLiYGxsLNN+QH3POXntISQkBI8fP0Z2djbKy8uxZ88emTZs375dygYAcHFxwb/+9S+Zz4WhuHz5MiIjIxEXF4fHjx/jzz//xIQJExSS/fLLLyXKmc/nIzIyEocPH0Zubi7Gjh2LHTt2KGUPzfCoZRnF1taW+ls8BVRWVgZnZ2eFdSQlJUFPTw9TpkzBw4cP1WHWkHz44YcAgDt37qCuro76Xk9PD3p6egCeH7UdPXo0ysrKpOSZTCbCw8Opzx4eHuByucjLywOHw5HIm5ycDG9vb6mpMS8vL8qG+vp6ubYmJCRg+fLlw06tlZSUoKGhAZs2bcKoUaPw9ttvY/bs2UhMTMTOnTtlyjCZTERGRlKfPT09KT/a2tpgY2ODJUuWAAAiIiIwYcIE8Pl8TJo0SULHwH++CxcuBIfDQV5eHhUBc9u2bdi5cye2bNkiZYO8uvDw8JDIt379epm/5sU2bN++XUJWbMNwgzRZdgxVH/IYqhy8vLyk2lVFRYWUjoFtYmBZ8Pl8pKWlgc/nU8dcHR0d5crfvXtXQj4tLQ1LlizB5MmTAQDh4eGwsrJCeXk5Jk6cKOGDquUIADY2NtTf4mdCZWUl8vPzYW1tjQ8++AAAsHXrVkyZMgWlpaWUbersWy9aDkP5INYtxtfXl+ojA1HVj6H6JpfLRWBgIABg9OjRUvcWo47nnLz20Nvbi99++w2FhYVUm5TVRsQ23L59W8IGTU1NbNy4cVgfZLFr1y5ERUVh1qxZAIDx48crJHf27Fno6urCycmJGrSlpKRg/vz5mDlzJgBgy5YteOeddyAQCKCtra2UXeqC3iA6BIGBgdDW1saUKVOoaTlF6ejowM6dOxETE6OSDVFRUTA2NsacOXOkpuqVxcTEBHp6eggNDUVYWNiw+ZuamlBWVibxgAKAmpoaXL9+Hd7e3i9kR3V1NbKysuDj4zNsXlnvISGE4P79+wrfr6mpCQ8fPsTkyZNRVFQEe3t76hqTycSECRNkTrcO1lFWVkY90FNSUqChoSF3oKAo165do3QOh6z6cHBwgK2tLQIDA9Ha2qr0/a2trTFp0iSsW7cOLS0tCtsw0GYOhwNjY2OEhYUhNDRU4Xvn5OSAzWZj9+7d4HA4mD59OlJSUhSWJ4RItA/x38PNAKpSjuHh4bCwsICrqyuMjY3xzjvvoKSkROLHCZPJBJfLRUlJiVI2AC/Wt5Qth/DwcEyYMAE8Ho/yYTDZ2dmwtrYe9t6q+jGwb6oLVZ5zt2/fBpvNxv79+zFp0iS4urri7NmzarNNHv39/bh9+zZaWlpgY2MDCwsLBAcHD/tukM7OThw5cgRRUVES3/P5fIky5XK50NDQkPljgObFUdtg4/vvv8eTJ09w9epVLFmyRKkXNn355Zfw9fUFm81+4fvv27cPpaWlqK6uhr+/Pz788EOZI3VFaWxspJYwBk/RDubZs2cICAjAJ598AisrK4lrycnJmD17NvULX1kSExPh4uICCwuLYfNaW1vD0NAQhw4dwrNnz3Dp0iVkZmYq/CKyZ8+ewc/PDz4+PrCyskJXV5fUy6J0dXUhEAiG1OHv70+txQoEAvz973+XucdBGQoKCrBv3z7s3btXIT8G1oe+vj7S09ORn5+PjIwMCAQCqan7oTAwMEBmZiZKSkqQlZUFgUAgcwlksA0Dy0GMeNr84MGDmDp1qsI21NfX48GDB2CxWHj48CEOHz6MdevWydz3IQsPDw+cPn0ahYWF6Onpwf79+zFq1KghH9CqlmN0dDTKyspw9uxZLFq0CJqamujq6oKOjo5EvqHalLr7lrLlEB0djYcPHyI1NZXyYSAPHjzA4cOH8eWXXw55X1X9GNw31YUqz7n6+noUFRVBV1cXDx48wIEDBxAYGDjkwFEdPHr0CM+ePcOvv/6KjIwM5ObmIi8vb9hnw6FDh/Dxxx/DzMxM4vvu7m6pNqmjozPkc+5lI55Je9npVaLWuZrRo0eDx+OhtrYWsbGxCsnk5eUhPT1d5pqnMsycORM6OjoYM2YMVq1aBRcXF/z2228q6WQymfD394efnx+amppk5hGJRNiwYQM0NTVlrqGLp0dflFOnTuHTTz9VKK+GhgZ++eUX/P777+BwOPjmm2+wdOlSmJubDysrEong7+8PDQ0NaoaJyWSio6NDIl9nZ6fcqUWRSISAgABoampSGwf37dsHb29vhQZL8igrK4OXlxdiYmLA4/GG9WP9+vXQ0NDAgQMHAADa2tpwdHTE66+/DiMjIxw4cAAZGRlSvslDW1sbzs7OeP3112FsbIzDhw/j8uXLcuVllcNAmEwmfH19sX79ejQ3Nytkg5aWFjQ0NBAeHg6PuvKMAAAgAElEQVRNTU3MmTMHbm5uSE9PV0je3d0dUVFRWLFiBaZMmQIOhwMdHR2pB+9AH9RRjqNHj8bMmTPR0NCA+Ph4MJlMqYe4vDb1MvqWsuUw2Ifjx49T31dUVMDHxwdff/01NZ0vC1X9kNU31Ymiz7nB7UHcJrdu3QpNTU24urqCx+MhIyND7TYOZOzYsQCez6abmprijTfewObNm4d83t+/fx9ZWVlYu3at1DUGgyHVJv+bSyh/VV7K0de+vj6FZxWuXr2KyspK6p+RQCBAf38/ioqKkJub+8I2jBo1Si2vNxeJROju7kZ9fT2MjIwkrhFCEBwcjObmZiQlJUm9IvjmzZtobGyk1qeV5caNG2hoaKDWPBXB3t6e2vEOAHPnzsWKFSuGlCGEIDAwEM3Nzfjll18oPyZPnozExEQqX1dXFyoqKmRO4xJCEBQUhKamJvz888+UjqtXr6K+vh7//Oc/AQAtLS1YvXo1Nm/eLLGeLY+qqiosWrQIERERwy4lEUKwceNGNDc3Izk5We4rm1Ud0Yvl5S1bySqHwYhEIvT09KC+vn7If3Ri7OzsVLIZANatW0fNRJSWluLgwYMyT229jHLs6+tDZWUlrK2t8b//+7/U911dXaiqqpJahniZfUvRcpDnA/B86WPZsmUICQnBsmXL5Mqo6oe8vqluhnvOyWoPA5fDXiXjxo2Dubm5Uu0vOzsbtbW1cHFxAfB8NqO/vx+lpaWYO3euxNJwdXU1nj59qvCGU3VDh5iXQ1NTE5KSkqhBwh9//IGkpCS8/fbbCsn7+/ujtLQUd+7cwZ07dxAQEIBFixYpNSvR3t6OP/74A0KhEH19fUhMTERmZuaQewT6+vogFArR39+P/v5+SjY9PR15eXno7+9HR0cHwsLCqCO9g9m6dSv4fD4SEhKo0fZAkpKS8N5770lN0Q22QSQSSdggJiEhAV5eXnLlZVFQUAChUIju7m4cPnwYDQ0Nck9XiAkJCUFJSQmSk5Ml/Hj//fdRVFSE1NRUCIVCREdHw9bWVuY0bmhoKPh8PpKSkiR0nD17Fjdu3EBmZiYyMzNhamqKb775RuIInLy6qKurg6enJwICAiSO7cljy5Yt4PP5SExMlLAhNzcXpaWlEIlEaGtrw/bt28Hj8aSWiOTVx61bt8Dn8yESidDa2oqtW7fCzc1NZhwNeeWQkZGB/Px8ql1FRkZCT09P6p+svLLg8Xhgs9mIiYlBX18fVaaD9xAMlBeJRJS8UCjEgwcPQAhBTU0NgoODsWHDBowbN07t5djc3IwzZ86gq6sL/f39yMjIwJkzZ8Dj8bBo0SIUFxfj/PnzEAqFOHz4MCZPngxLS0sJHerqWy9aDs3NzUhJSZHpQ0NDA5YuXYo1a9bIPGGhTj/k9U3g+bFUoVAI4PkxUqFQKDUAVsdzTl57cHFxgbm5OY4cOYK+vj5kZ2cjKysL8+bNU8gGRX2QxWeffYbvv/8eTU1NePz4Mb799luZx27F+Pj44OrVq0hLS0NaWho+/fRTzJs3DydOnMCHH36I9PR03Lp1i3puenh40DMb6oYoQX9/v1RqbGwkbm5uhMViER0dHWJnZ0diY2Nl5lUkffnll8THx0fmtb6+PpmpoaGBvPXWW0RbW5uwWCwyY8YM8ttvv8nM29PTQ3p6ekhUVBQBIJGioqLIyZMniZWVFWEymeSNN94gHh4e5NatW5Rca2sraW1tJXl5eQQAGTNmDGEymVSKjY0lra2tpK6ujujq6pLTp09TMuIkEAiIQCAgERERUjZEREQQgUBAWlpaCIvFIufOnaPyi1Nvb6/cFBISQvT09AiTySQLFiwg9+/fl5mvo6ODdHR0kMLCQpl+xMXFkY6ODpKamkosLS2JlpYW4fF4pKCggHR0dJD29nYq3bt3T6aOH3/8USJfe3s7YbPZJCUlhbS3tw9bFzt27CAAJHQymUxKrqenh7S1tZG2tjaSn58v04Zjx46RuLg4wuFwCIPBIMbGxsTb25sUFRWRtrY20t3dTaXIyEgpOyIjI0l8fDzhcrmUvI+PDykvL6fkFCmH+Ph4YmlpSZhMJjEwMCDvvvsuuXbtGmlvbyddXV1UkmdDV1cXycnJITNmzCAMBoPY2NiQU6dOUXKdnZ2ks7NTbpuqqakhtra2hMFgECMjIxIaGkra29spOVXLsa2tjTx69Ig8evSI3L9/n8yePZvo6uoSbW1tYmNjQ2JiYqjr//u//0smTZpEtLS0iIuLC8nJySGPHj1SS99StRwaGxtJY2MjKSwsJLNmzZLyobGxkWzdupUAIAwGQyKJZVX1Q9G+yeFwpHwU909Vn3OKtIe2tjaSlZVF3nrrLcJgMIiVlRU5ceIEJSsUColQKJRrg1AolOlDcXExJfvs2TOZqbu7mwQEBBAWi0WMjY1JYGAg6ezslMpXWVkpM23atIl8+OGH1Of/+Z//IWZmZmTs2LHknXfeIXl5edS1V42enh5ZsmTJK0nOzs6vzK9RhCi+1iASiRTN+lJQwlS5qBrdko76+hx1tAV1RH1VNTrlXyXqq6r1oY6or6rqUDUiM6B61FdVI7YCqtcnHfX1/1D2SOxgBh61fVFedHP/izJu3DiFVwZUpbq6WqXtCspAv66choaGhoZmBEG/rpyGhoaGhoaGRknomQ0aGhoaGpoRBD2zQUNDQ0NDQ0OjJPTMBg0NDQ0NzQjhrxpiXqnBhqqvoR18ll5Z1PGiE1V3N6tjh3V/f79K8up4ja6qfoyEk0GA6vWp6kkSdaCOclD1ZI866lPV0yTqeMCqaoM6TpuZmpqqJK+O8ObqOOmlKuqoT1V1yHq3Cc1/B3pmg4aGhoaGZgTxV5zZoPds0NDQ0NDQ0LxU6MEGDQ0NDQ0NzUuFXkahoaGhoaEZQdDLKIOorKzEtGnTEBYWBuD5JrPY2FjMmzcP06dPx5YtW5TazJicnAx7e3uwWCxYW1vj2rVrSttUWloKBoOBlStXKi1bWVmJDz74AEZGRmCz2di0aZNEYLTBHD16FK6urmCxWBKBwoqKiuDq6gpTU1OYmppi0aJFElEFxcTGxmLOnDnQ19dHQECAxLVff/0VTk5OMDExgbOzM86dOycl39vbi+DgYDg4OIDD4cDd3Z2K+Przzz+Dw+FQydzcHAYGBsjLy1OrDwN16OnpUdE0B7Nnzx4wGAz8+eefMv0IDAyEra0tzMzMwOPxcPHiRQDPN3CuXLkSdnZ20NXVRWZmpkz9Yh12dnYYP348eDweLl26BADIycmBl5cXuFwuJk6ciFWrVqGxsVFKPigoCHZ2djA3N8ecOXMo+eLiYri7u4PL5YLL5cLLywvFxcUybZCnYyD79++Hnp4erly5olZ5QPX6VGddqKLj2LFjcHNzg4GBgVTfiI+Ph4ODA0xMTLBkyRI0NDQoXA43b97E4sWLYWZmBjabDR8fH5nyA6moqICNjQ1CQkIAAH/++SeWLVsGBwcHzJgxAxERETKfc+roW4GBgXBwcIClpSVcXV2RkJAA4PlmfQ8PD9jY2MDGxgYff/yxzA38vb292LhxI6ZOnQoOh4O5c+dKtKnu7m5s3boVkyZNApfLlRnMbCgd1dXV0NfXB5vNptLBgweldPzwww+YPXs2dHR0JIIwisvT3t4eenp6WLBgAaqqqmSWxUDmzZsHJpMJFosFFoulUNTezz//HPb29njzzTcxe/ZsnDx5EsDzNrl27Vq89dZbMDY2RlZW1rC6aJRHpcHG7t27JUJfp6am4ty5c0hISMCVK1cgFAqxZ88ehXRdvnwZkZGRiIuLw+PHj/Hnn3++UIjfoKAgTJ8+XWk5AAgODoahoSGqq6uRk5OD//znP4iNjZWb39TUFOHh4VKRH01NTZGYmIj6+nrU1tZi8eLFMiOvmpqaIiwsTGpgVF9fDz8/P+zfvx8NDQ3Ys2cPfH190dTUJJGvr68P48ePx7lz51BZWYmIiAj4+vqiuroay5YtQ3V1NZUOHDgACwsLODg4qNWHgTrkXS8vL0dKSgpMTExkXhf7kZaWhtraWkRFRWH16tXUQ2fWrFmIi4uDsbGxTHmxDnNzc1y4cAE1NTXYsWMHpaO9vR2rV69GQUEBCgsLoaOjg88//1ymDRcuXEB1dTWioqKwZs0aVFVVwcTEBMePH0dlZSXKy8vh6ekJX19fuX7I0iGmoqICZ8+elVkWqsoDqtenuupCVR0mJibYtm2bVN+4du0adu3ahaSkJFRXV4PL5WLNmjUKl0N7ezt8fX1RXFyMkpIS6OjoSA1mBvPVV19h6tSp1OfOzk4EBQUhOzsbly5dQmNjI/bt26ewDcr0reDgYNy6dQulpaWIj49HdHQ08vPzYWJigp9++glFRUW4f/8+FixYgA0bNkjJi+vi/PnzqKysRGRkJNauXYvq6moAz6PKPn78GNnZ2SgvL5f5vB5OB/C8XdbU1KCmpgbbtm2T0mFmZobt27dLlUVLSwu8vb2xc+dONDY2wsnJCStWrJBZFoP59tv/j703D2vq+vb/30oJlCCgyCgEUJlFFFSUqQ6tolZRq6LUERlUBsUqCLTWfhxpkVr76cepvaLi1OsAWhCrFi2CKA4gkyDzYJBBERmCJNm/P/zlXEISCCRS7/2e1/Ps5yE5Z62z1l77bE722XuvA3j9+jVev36NvLy8Hs8PCgrCgwcPUFxcjBMnTmDv3r3IysoCAEyYMAG//PILtLW1pbr2+0aw/PV9l/6kz69REhMTMWjQIIwZM4ZqdLdu3cKCBQuopV/e3t5YvXo1tm3b1uMSpO+++w4RERGYOHEiAGDYsGG9tuns2bPQ0NCAlZUVioqKei1fWlqKdevWQVlZGbq6upgxY0a3jXjevHkAgEePHgkl/NHQ0ICGhgaAd6M9CgoKKC4uFpF3d3en5J8/f059X11dDXV1dUyfPh0A4ObmBhUVFZSWlgrdDEwmE6GhodTnGTNmwMjICJmZmWCxWELXOnfuHDw8PEQamKw+dNXR2Q8BwcHB2LFjBzZu3ChWnslkIjw8nPo8c+ZMyg8jIyP4+/sD6H6ZK5PJRFhYGPXZzc2N0iGoZwE+Pj4iv+DEybNYLEq+a12UlpZKZYNAhyCZ05YtW7B9+3Z89dVXcpcHZI+nvGIhqw5BzB4/fizkR2JiIubPnw9LS0sAQGhoKMzMzFBSUoLhw4f3WA8zZswQus7atWup+0wcV65cgZqaGuzs7KiHpc7t6eOPP4aHhwf2798vIiuPe8vc3Jz6W/APory8HLa2tlBXVxfSIalNbt26Vch/QZtqb2/H1atXkZOTAzU1NQDAmDFjeqVD3PnikFQXcXFxsLKywhdffAEA+Oabb6Cvr4+nT5+KTXcvC531CeqyrKwMtra21AOnrEvpaSTTp5GN5uZm/Pzzz9TrEwFd1+oTQvD27dseh8V4PB4ePnyI+vp6WFhYwNjYGEFBQb3KPNjU1ITt27cjKipKeke6EBgYiN9//x2tra2orq5GUlJStx1RT+jq6kJDQwObNm0SqavusLOzg7m5ORISEsDj8XDlyhUoKSkJjSKJo7a2FsXFxSI3aWVlJdLS0uDh4dFvPgi4ePEiGAwG3NzcpJapra1FUVER9Q+lL3SnIy0trceOTFCXneVZLBZ0dHQQEhKCTZs2SWVDZx1xcXFQVFSUuk3JKi+O3sbzfceitxBChPoZwd/S/LIVx507dyTa9ebNG/z4449CD07iuH//PszMzHp9bWljsXXrVpiYmMDFxQXa2tqYNm0adczc3BzGxsaIiIhAUFBQj9fs3Ec8fPgQhoaG2Lt3L0aOHAknJydcvny5VzoE2NrawtraGv7+/mhoaOhRh4C8vDzY2NhQn5lMJoYPHy7xtVJnIiIioKOjAxcXF7GvFMURGhoKY2NjODk5QUdHB59++qnUtvYn9MjG/8+BAwfwxRdfiGxe4+Ligt9++w1ubm5QU1PDb7/9BgDgcDjd6nvx4gU6Ojpw4cIFJCcnQ1FREQsWLMDu3buxY8cOqWzatm0bvLy8YGho2BeXhOzX1NQEj8fD8uXLRX4V94aamhq0tLQgNjZWZKShOxQUFODp6QkvLy9wOBwwGAycPHkSTCZTokxHRwf8/PywZMkSkY7v3LlzmDRpUp9SJffVB+DdQ+m3334rdr6JJDo6OuDt7Q1PT88+deCddSxdulRER05ODiIjI3HmzJlu5X18fETkKyoq0NLSgjNnzvTYzrrqaG5uxr/+9S9cvHhRah9kkZdEb+Ipz1jIoqMzM2bMwMqVK7FmzRqMGDECe/fuxYABA/qUEj07Oxt79uzB77//Lvb4jz/+iMWLF0NfX1+ijpSUFFy8eLFPcZE2Fnv37sWuXbvw4MEDpKWlgcFgUMcKCgrQ2tqK33//HQYGBt1er2sf8ccffyA/Px9z5sxBXl4eMjIysGTJEpibmwuNqHSno7m5GTdv3oSNjQ1evnyJLVu2wNfXFxcuXJCqDlpaWjB06FCh79TV1fHmzZtu5fbs2QMrKyswGAycO3cO8+bNw8OHDzFixIhu5SIjI7F79248ePAAqampQnVJ837p9chGfn4+7t69K/Yd44IFCzBr1iysXLkSc+fOxYQJEwCg23ezwP/s8ubv7w89PT0MHToUGzduxNWrV6WyKTMzEzdv3pQ4TC8NfD4fn3/+OebNm4fGxkaw2Wy8evVKaFi7LzCZTPj4+MDb21tkzoUkkpOT8c033+Dq1at49eoVkpKS4O/vjydPnki0fd26dWAwGIiMjBQ5LniF0p8+AO/m9CxduhTGxsZSnc/n8+Hj4wNFRcU+j1Dx+Xz4+vqCwWCI6CguLsbChQsRGRkJR0dHifJ+fn5gMBhiJ7oxmUx4eXlh7dq1qKurk1rHnj174OHhIVVdyCrfE9LEU16xkFVHVyZPnoyIiAgsW7YMVlZWYLFYGDRoULcPBOIoLi6Gu7s7oqKi4OzsLHI8Ly8PqampYufmCHj8+DGCg4Pxyy+/CL3C6Q3S3lsKCgpwcHAAm83G8ePHhY6pqKhgxYoVCAoKQn19vVh5Pp+PtWvXQlFREd9//z0AQFlZGYqKiti8eTMYDAacnJzg7OyM5ORkqXWoqqpi7Nix+Oijj6CtrY3vv/8eycnJaGpqktr/ruc2NTVh0KBB3co5ODhg0KBBUFJSwooVK+Do6Cj1/4vOdRkTEyOVTH8yYMAADBw4sF9Kf9Lrq2VkZOD58+eYNm0aXFxccOzYMVy/fh1ffPEFBg4ciMDAQNy4cQPJyckYOXIkdHR0enzYGDx4MAwMDPo8rHP79m2UlZXB2NgY+vr62LdvHy5evIhx48ZJrePly5eorKzE+vXroaSkBE1NTaxcuRJJSUl9sqkzfD4fra2tYucziOPJkydwdHSEnZ0dBg4cCHt7e4wfP15sJ0AIQVBQEOrq6hATEwNFRUWh4/fu3UNNTQ3mzp3brz4A7x6aDh48CGNjYxgbG6OqqgrLly/Hvn37xPrh7++Puro6xMbGivghDYQQBAQEoK6uDidPnhTSUVFRgXnz5mHLli1YsmRJt/K1tbU4ceKERBv4fD7a2trE1oUkHbdv38bhw4dhZmYGMzMzVFdXY9WqVSLv+mWVl5bu4imvWMiqQxK+vr7IzMxEaWkp3N3dweVypVqNIKC8vByzZs1CWFgYPD09xZ6Tnp6OqqoqODs7Y8KECfj111+RlJSEOXPmAAByc3Ph6+uLyMhIODk5yeRPb+4tHo+HsrIysTra2trErqwhhCAwMBB1dXU4fvw4FQtra2upbZSkoyu97cOtrKyQnZ1NfW5paUFJSUmvX7kNGDCg11vuc7lcsXVJ837o9cPGokWLkJSURA0denh44JNPPsHRo0fR2NiIiooKEEJQVFSEyMhIrFu3TqonqJUrV+KXX35BbW0tXr16hQMHDohdhiUOHx8fPHv2DI8ePcKjR4/g5+eHWbNmSf2kCwBDhw6FiYkJDh8+DC6Xi8bGRpw8eVJoFnpXuFwuOBwOeDweeDweOBwOuFwubt68iczMTPB4PDQ1NSEkJAQaGhoi8wQE8nw+X0jezs4OaWlp1EhGVlYW0tLSxM7Z2Lx5MwoLC3Hq1Cmxk3DPnj2Lzz//XOIvBVl96M6PxMREZGRkID09Henp6dDT08PPP/8sdvZ/cHAwCgoKcO7cORE/2tvbqVdxb9++BYfDEduxCHScPXtWSMfz588xZ84ceHt7Y82aNWLrAQA2bdqEwsJCEfnk5GRkZWVRdREeHg4NDQ2xQ82SdFy+fBl3795FSkoKUlJSoKenh/3794ssA5RVXh7xlGcs+qqjsx98Pp/yg8PhIC8vD4QQVFZWIigoCOvWrcPgwYOlqofq6mrMnDkTfn5+QstRu7J06VLcunULCQkJSEhIgKenJ6ZMmYKYmBgUFBRg1apV+Pbbb4XmT3RF1ljU19cjLi4OLS0t4PF4SE5OxqVLl+Ds7Izbt28jOzsbPB4Pb968wfbt26Guri42/9RXX32FwsJCnD59WigWjo6OMDAwwI8//ggul4v09HSkpqZi6tSpUut48OABnj17Bj6fj5cvX2Lr1q1wdnamJpz2VBfu7u7Izc3FpUuXqNWLNjY23c6pamxsxLVr1ygdp0+fRkpKSrdzmerq6nDp0iWxdQkIt8mOjg6J7bq/+L84ZwOkF+Tl5YmU9evXk88//5zk5eWRxMREYmxsTJSVlYmenh4JCQkROrejo0NiaW1tJX5+fkRdXZ3o6OgQf39/8ubNG6FzeDyeVGXbtm3E09NT7LG3b99KLPfv3yeurq5EQ0ODaGpqkgULFpCqqiqhc9ra2qgSERFBAAiViIgIEhsbS8zMzAiTySRDhw4lM2bMIPfv36fkmpubSXNzMwkLCxORDwsLI83NzSQqKooMHz6cqKqqEmNjY7J7925KrqGhgTQ0NJDMzEwCgCgpKREmk0mVQ4cOkYaGBlJdXU3U1NTIxYsXKRlBkdWH1tZWqoSHh4voCA8PFzqntbWVsFgs8scff1Cfm5qaSFNTE8nJyRHrx9GjR0lTUxNhsVgi+rOzs0lTUxN5/fo1ef36NcnOzpaoQ1DPnb9nMpnk9evXpLGxkTQ2NpInT56IlT9y5AiJiYkhpqamhMlkEk1NTfLZZ5+RO3fuULLS6Oh6rqGhIYmLi5ObvKzxlEcsZNXx5s0bqki6NyorK4m1tTVRUVEh2traZNOmTaSxsZGS66kevv76a7FtQSBXUlIitgQFBRF3d3dSUlJCvvjiCzJgwACioqJCFVNTU+pcWWPBZrMJm80m2dnZZOLEiURNTY2oqqoSCwsL8sMPPxA2m02OHDlCRowYQVRUVMiQIUPI1KlTyc2bNynZly9fkpcvX5KsrCyxsTh8+DB5+fIlSU1NJePGjSMqKirEzMyMnDhxgpKVRsfRo0cJi8UiKioqREdHh3h4eJD8/Hzy8uVL0t7eThVBvXcuX3/9NWlvbyeJiYnEzMyMKCsrE1dXV1JQUEDJcblckcJms8m4ceOIqqoqUVdXJxMmTCBXr14Ve+6LFy/IixcvSG5uLpk0aZJQXUZFRVHHDQ0NRezLyMggL1686M2/SLkwZMgQ8uWXX/ZLsbe37ze/BhAi/eObNDOEu+NDyPoqa8ZVWeXloaO9vV1mGz6ErK/dbZjWX3bIw48PAVmzfMoj86ysfAhZX3va4Esa6Kyv7+huQru0yLoUtTcrYyTR33tvaGpqYtasWf1yrfz8fDx48KBfrkXnRqGhoaGhoaF5r9C5UWhoaGhoaD4g6NwoNDQ0NDQ0NDS9hB7ZoKGhoaGh+UD4R1aK9AP0yAYNDQ0NDQ3Ne6VXIxtd1073FllXUchjdrOsKyDksSJG1qdWedgg6+oDedjw9u1bmXXIGs+ediqUBlnrUh7Jn/h8/j8qD0DmjbvkufFXXxGXKr63yLrCSdZ+FpA9nv29u6QkZO0rVVVV5WQJjazQr1FoaGhoaGg+IOjXKDQ0NDQ0NDQ0vYQe2aChoaGhofmAoEc2aGhoaGhoaGh6SZ8eNgIDA2FnZwcLCwu4uLjg9OnT1LG2tjaEh4fDxsYGlpaW+OKLL0TkDx06BBcXFwwZMkQkKdeFCxdgZ2cHXV1d2Nvb48qVK1LZ9PLlS8yfPx9MJhNGRkZCNklLfn4+ZsyYAS0tLVhaWiI+Pv69yh88eBCOjo5QU1MTSqj19u1bLF26FGZmZlBWVsbt27e71eHk5AQNDQ34+vpS35eXl0NFRQVaWlpU2bNnj4h8e3s7/P39YW1tDX19fTg7O+PPP/+kjt+6dQv29vbQ0dHB7NmzUVFRIaJD1ni2t7djw4YNGDNmDIyMjDBlyhTcuHGDOh4XF4dJkybByMgIjo6OSExMFFsX/v7+GD16NEaOHAlHR0ecOnUKAPDw4UMsXrwYFhYWsLKygre3N168eCHWD2dnZwwePFioLgGgtbUVGzduBIvFgp6entikT+3t7QgICMCoUaNgYGAAFxcXXL9+XeS8vXv3QkNDA7du3RI5dvjwYbi6ukJTU1OkLmNiYmBrawtdXV3Mnz9f7NbaH4IPstogjrKyMsydOxfa2towNDTEhg0bej05uLc6vLy8MG7cODg4OMDBwYHK+Hr//n0sWLAATk5OcHFxwcaNG8W2J0n3Zmd27doFFRUV/PXXX2KPy1qXsrYnedgAAP/5z38wadIkDBo0SCR54F9//QUbGxtoaGhg+vTpKC8vF6ujM8uXL8ewYcOoBHa//vprjzLvo12+L/4vJmLr02uUgIAAREVFQUlJCUVFRVi0aBFGjRqF0aNHIyQkBDweD7du3YKGhgZyc3NF5PX09BASEoIbN25QmfaAd9k5vb29ce7cOXz22We4du0ali9fjtzc3B73p/f39weDwcCLFy+QmZmJ2bNnw9bWVuo0ylwuFwsXLoSPjw8SExPx999/Y8GCBbh37x7MzMzei7yenh62bqJXpGIAACAASURBVN2K69evo62tTeiYo6MjAgIC8OWXX3Z7XT09PYSGhorUpQA2m91tvggul4thw4YhMTERhoaGuHbtGlatWoW7d+9CVVUVy5Ytw88//4yZM2di586dWLVqlUjHKGs8uVwu9PX1cfnyZRgYGOD69etYs2YNUlJSoKioiHXr1uHkyZOYNm0adezRo0fQ0tISsiMwMBDR0dFQUlLCs2fPsGDBAowaNQqNjY1YtmwZpkyZAgUFBYSHh2Pjxo04c+aMxLrsGo+AgADweDw8fPgQQ4YMoTLyiqvLhIQEGBoa4s8//8Tq1auRmpoKIyMjAEBpaSkuX74MXV1dsfHQ1dXFli1bcPPmTSEb7ty5g++++w6JiYkYMWIEQkJCsHr1aiQlJX1wPshqgziCgoKgpaWFiooKNDY2YubMmTh06BACAgKkku+rjrCwMJEfTCNGjMChQ4egra2Nt2/f4t///jd27tyJn3/+Wei8nu7NkpISxMXFSazHrjr6Upeytid52AAA+vr6VF/XuS7q6+vh4eGBQ4cOYfbs2di+fTuWLVuGlJQUiXUCAFu3bsWvv/4KJSUlPH36FFOnTsXYsWNhb28vUeZ9tEsa6enTw0bn1NqCJ6Ty8nIwmUxcv34dGRkZ1JJCcSna3d3dAQCPHj3C8+fPqe+rq6uhrq5OPVW6ublBRUUFpaWl3T5stLS04MKFC8jJyYGqqiqcnZ0xd+5cnDx5Env37pXKp4KCArDZbGzYsAEDBgzAlClTMGnSJJw+fRrbt29/L/Lz5s0D8O6Xd3V1NfU9g8FAYGAggJ6XRQp0dK1LaWEymQgPD6c+z5w5E0ZGRsjMzMTLly9hYWGB+fPnA3jX8ZqYmKCwsFAoBbSs8WQymQgNDaU+z5gxA0ZGRsjKyoK+vj7U1dXx6aefAgCmT58OFRUVlJWViTxsdLZJ0C7Lysoo+wR4eXlRPnWmsx+d41FYWIjExEQUFhZSyxLHjh0rti7DwsKoz25ubmCxWMjMzKT+UW/ZsgXbt2/HV199JSLf2YbHjx8L2ZCYmIj58+fD0tISABAaGgozMzOUlJRg+PDhH6QPfbVBHKWlpVi3bh2UlZWhq6uLGTNmIC8vTypZeeoA3iXK6oyCggIqKytFzuvp3gwODsaOHTuwceNGideStS5lbU/ysKFrXXTWERcXBysrK+qB7ptvvoG+vj6ePn3abZr5zj8iBfd6cXFxtw8b76Ndvi/oORudCA8Px8iRI/HJJ59AW1sbU6dOxePHjzFs2DDs27cPNjY2mDZtGhISEqTWaWdnB3NzcyQkJIDH4+HKlStQUlLCqFGjupUrLCyEgoKC0AiCra2t2FEVSYhbG08IkVqHrPLvC3Nzc4wcORK+vr6or6/v8fza2loUFRXB0tIS+fn5sLGxoY4xmUyYmJhInf23r/Gsra1FcXExLCwsMGbMGJiamuLq1avg8XhITEwEg8GAlZWVWNnQ0FCYmJjA2dkZOjo61ENKZ9LT04UemHsiIyMDhoaG2LlzJ1gsFsaPH4+4uLge5QR+CDr0uLg4KCoq9mmIlhAi1MYEf0v7z/JD8KGvNgDvRq1+//13tLa2orq6GklJSb22oS86Dhw4AFdXV6xYsQIZGRnU92w2G05OThg/fjyOHz+O1atX98qWixcvgsFgwM3NrVdyAmSpS0D29iQPGwTX69rHDB8+XKo+xt/fH6qqqrCysoKenl6fM6XKww+anunzw8bu3btRUFCAixcvYubMmWAwGGCz2SgoKMCgQYPw8OFD7Ny5E8HBwXj27JlUOhUUFODp6QkvLy8MGTIEXl5eOHDgQI+beTU3N0NdXV3oO3V1dbx580Zqf8zNzaGlpYV9+/aho6MD169fR0pKClpbW/tFXt5oamoiJSUFBQUFSE1NRXNzM7y8vLqV6ejogLe3Nzw9PWFmZoaWlhaRDYbU1NSk3vioL/Hs6OjA2rVr4eHhAVNTUygoKMDDwwNr166Fvr4+/Pz8sG/fPok6IiMjUVRUhPj4eMyaNQsMBkPoeF5eHqKjo7Ft2zapfADevQ7Ky8uDuro6ioqKEB0dDV9fXzx9+rRbP3x8fKi5N83NzfjXv/4ldt6MNMyYMQMXL15ETk4O2trasHfvXgwYMEBkOPhD9qEvNghwcXFBXl4eNDU1YWJiAnt7e5ERK3nr2LhxIxITE3Hjxg188cUXCAwMpEYw9PT0kJqair///hsBAQEwNjaW2o7m5mZ8++23+OGHH3plf2dkqUtA9vYkDxuAd6PSfe27f/nlF7x+/Rq3b9/G/PnzoaSkJPV1OyMPP+RJf83X6O/RE5lWoygoKGDChAlgs9k4ceIElJWVoaioiA0bNoDBYGDSpElwdHTsdoJjZ5KTk/HNN9/g6tWrePXqFZKSkuDv79/j+zNVVVU0NTUJfdfU1NSr3SEVFRVx/vx5JCUlgcViYf/+/Vi4cCEMDAz6RV7eqKqqwt7eHh999BF0dHQQHR2NGzduiNSTAD6fDx8fHygqKiIqKgrAu18ZXc9/8+aN1Lvy9TaefD4f69atA4PBQGRkJADg9u3b+O677xAXFwc2m434+Hhs3LgR2dnZEq+roKAABwcHsNlsHD9+nPq+tLQUnp6e2LFjByZOnCiVDwCodh0aGgoGgwEXFxe4urri5s2bEv3w8/MDg8Gg/qHs2bMHHh4evfqn1JnJkycjIiICy5Ytg5WVFVgsFgYNGgR9ff3/NT701obOtnz++eeYN28eGhsbwWaz8erVK6HXPT3RFx2jR48Gk8kEg8GAu7s7xowZIzKXQF1dHXPnzu3VhNWdO3di6dKlfa5HoO91KUDW9iQPGwDxfUxv+m4FBQU4OzujqqoKhw4dkvq6nZGHHzQ9I5elr1wuF+Xl5dRQa1958uQJHB0dYWdnh4EDB8Le3h7jx49HcnJyt3JmZmbgcrlCIyhZWVlSTw4VYGNjgxs3boDNZiMhIQGlpaUYN25cv8m/TwRPsZJe9/j7+6Ourg6xsbHUttGWlpbIycmhzmtpaUFpaanUce5NPAkh2LBhA+rq6nDs2DHKhuzsbEyaNAljx47FwIEDYWdnB3t7e6keYLlcLsrKygAAlZWVWLRoEYKDg7Fo0SKp7BfQ02ufrn4EBASgtrYWJ06coPy4ffs2Dh8+DDMzM5iZmaG6uhqrVq3C/v37pdbt6+uLzMxMlJaWwt3dHVwuV+LrpA/Rh97Y0JmXL1+isrIS69evh5KSEjQ1NbFy5Uqxkxnfp44BAwaIvX+4XC5evnyJlpYWqfQkJyfj4MGDMDY2hrGxMaqqqrB8+XLs27dPalv6WpedkaU9ycsGKysroR8OLS0tKCkp6fX/Ei6Xi+Li4j7ZIA8/5A09soF3s4fj4+PR0tJCrTqJj4+Hk5MTHBwcoK+vj3//+9/gcrnIyMjA3bt3MXnyZCEdXC4XHA4HfD4fPB4PHA4HXC4XdnZ2SEtLo375ZmVlIS0trcfGwGQysWDBAmzbtg0tLS1ITU1FfHw8li9f3ivfsrOzweFw0NraiujoaLDZbKxYseK9yQvqgcfjCdUD8G4JomDW9tu3b8HhcCR2dOLq8v79+ygsLASfz0dDQwM2b94MV1dXkSFL4N1EtYKCApw7dw4ff/wx9f2cOXOQn5+P+Ph4cDgcREZGwtraWmR1jTziuXnzZhQWFuLUqVNCNowdOxbp6elUh/TkyROkp6eLPEjW1dUhLi6OapfJycm4dOkSnJ2dwWazsXDhQqxevRorV67sdTycnZ1haGiIqKgocLlc3L17FykpKWLng2zatAmFhYU4e/askB+XL1+m5FJSUqCnp4f9+/eLLAPsbAOfz6ds4HA4yMvLAyEElZWVCAoKwrp16zB48OAP2oe+2tCZoUOHwsTEBIcPHwaXy0VjYyNOnjwpdvK5vHQ0NTUhNTUV7e3t4HK5SEhIwMOHD+Ho6IgbN26gtLQUfD4fL1++RFRUFCwsLETuLUn3RWJiIjIyMpCeno709HTo6enh559/FlmaKo+6lLU9ycOG7nS4u7sjNzcXly5dAofDwa5du2BjY9Pt5NDa2lqcPXsWzc3N4PF4uHbtGs6ePYspU6ZIlJGXHzQyQHpBVVUVycrKIg4ODkRNTY2oqqoSc3NzEhkZSaqqqkhVVRW5efMmsbOzIx9//DExNTUlR48epY41NzeT5uZmEhYWRgAIlbCwMNLc3EyioqLI8OHDiaqqKjE2Nia7d++m5LqjoaGBuLu7ExUVFWJoaEhOnTol9rz29naJJTg4mGhoaBAmk0mmT59OcnNzuz2/r/IcDodwOBwSEREhUg8RERGEw+EQFoslcuzp06eEw+GQ1tZWqoSHh4ucFx4eTmJiYoiRkRFRUVEhOjo6xNPTk5SUlFByTU1NpKmpieTk5BAARElJiTCZTKocPXqUNDU1kfj4eGJqakqUlZWJs7Mzyc7OJk1NTVRMZIlnfX09qa+vJ48fPxZrw8GDB0l9fT3Zu3cvMTExIUwmkxgZGZHvvvuOkq2pqSE1NTUkJyeHTJw4kWqXFhYWJCoqitTU1JDNmzcTAERFRUWo1NTUkJaWFqpIqsuWlhaSkZFBJkyYQFRUVIiFhQU5c+YMJdfY2EgaGxvJkydPxPpx5MgR6hxBMTQ0JHFxcaSxsZG8efOGKpLqsrKyklhbWxMVFRWira1NNm3aJCT7T/vQ2Ngosw1v376VWO7fv09cXV2JhoYG0dTUJAsWLCBVVVXdyvRFx5MnT8iTJ0/IrVu3qPoeNGgQsbGxIYcPHyZPnjwhW7duJfr6+kRZWZloamoSNzc3kpSURMn2dG92vn9bW1sJi8Uif/zxB/VZHm1SXu1JFhs693lff/21iI6vv/6atLe3k8TERGJmZkaUlZWJq6srKSgooOR4PJ5IqampIa6urkRdXZ0MGjSIjBo1ihw6dEjsufLwo78ZOnQo8fHx6Zdib2/fb34NIET6FIWdlwv1BQ0NDZnk5ZH1VR6ZRmWlF1UuFnlk6PwQst+K23ugt9BZX98hazxk9QH4v5H1VR6TAkeOHCmTvKz9A/BhZH3tbn+f/tIhjz5GRUVFZh29QUtLS+zS/PfBo0eP8ODBg365Fp0bhYaGhoaG5gOC3meDhoaGhoaGhqaX0CMbNDQ0NDQ0NCKUlJRg165deP36Nc6fP09tXsfn8/Ff//VfOHnyJH7//XewWCz4+/sLbdDWFXpkg4aGhoaG5gPiQ1n6Onz4cPz222/U52PHjuHYsWPQ0NDA8+fPMXDgQKioqIDH40FHR6dbXfTDBg0NDQ0Nzf+D1NXVYdy4cVQ5cuRIjzJPnz5Fe3s7DA0NsWzZMpw/fx6BgYE95iHr1WsUHo/Xm9NFkHXWfUNDg0zygOwrYtrb22W2QdbJP1234O4Lss78l3UViLz4EGard96Loi/U1dXJbIO4/VN6gzzqQdYVLfJYGSQpTbq06OnpyWyDrCtBZO1n5YE8VkjJQ4e0G6VJQh4rLXrav0Pe9OeGW1paWr2qo5ycHOzfvx//+c9/APzPqiVtbe0e01jQIxs0NDQ0NDQ0IjQ0NGDt2rV4/Pgxdu3ahc8++wx8Ph9BQUGoqqrCkSNHsHbtWgQGBiIoKKhbXfQEURoaGhoamg+ID2Xpq6amplDOmYiICKHjvr6+UuuiRzZoaGhoaGho3iv0yAYNDQ0NDc0HxIcysiFP+jSysWHDBowbNw7W1taYPHkyzpw5Qx07c+YMXF1dYWlpiRUrVuDFixci8gcPHoSTkxPU1dXh4+NDfZ+fnw8nJyfo6elBT08Ps2bNQn5+voh8e3s7NmzYgDFjxsDIyAhTpkzBjRs3qONxcXGYNGkSjIyM4OjoiMTERKn8mjp1KphMJtTV1aGurt5jBsRDhw7B2dkZgwcPFhlOam1txcaNG8FisaCnp4fp06dLrAcNDQ0h+fLycqioqEBLS4sqe/bseS8+dEVDQ0OoKCkpYcOGDd3K/NPxlEd7aG9vR1BQEGxtbcFisTB58mRKx3//93+DxWJRxcDAAJqamsjMzBRbD7LEs7t7648//sDUqVNhZWWFadOm4dq1a2L9CAgIwKhRo2BgYAAXFxdcv34dwLtZ5JMnT4aRkRGMjIzg7u4udntuf39/jB49GiNHjoSjoyNOnToFAHj48CEWL14MCwsLWFlZwdvbW+z9LYjH2LFjYWxsLBKPkydPYvz48TAyMsLixYtRU1MjouPgwYNwdHSEmpqaUKK3t2/fYunSpTAzM4OysrJU2X9LS0thbm6OjRs3AniXyMvb2xsODg4wMTFBVVXVe/Hh0KFDcHFxwZAhQ4SSrJ07dw46OjpU0dLSgqqqKh4/fixig7+/P0aNGoVhw4bB2dmZimVGRgbc3d1hZGSE4cOHY8WKFWJtkIeOD6GfEvhhbW0NfX19ODs7488//6SO37p1C/b29tDR0cHs2bNRUVEhVs9ff/2FVatWYdasWfjyyy+pJJEJCQlYtmwZZs2ahdDQUNTX10vlB4309Olhw9/fH6mpqcjNzcWvv/6Kffv2ITs7G+np6fjhhx/w66+/IisrC4aGhggMDBSR19PTQ2hoqEgGTj09PZw+fRrPnz9HVVUVZs+eLTZrKpfLhb6+Pi5fvozS0lJs3boVa9asQUVFBdhsNtatW4cdO3agrKwM27dvh5+fn9Qz/g8cOIDXr1/j9evXyMvL6/ZcgR/ibAwICMCrV6/w8OFDVFVVITIyslfywLuZ9XV1dairq0NYWJhU9vfWh640NjZSpbq6Gh9//DEWLlzYrcw/HU95tAcul4thw4bhypUrKCsrQ1hYGLy8vFBRUYFFixahoqKCKt9//z2MjY1ha2srth5kiaeke6umpgYbN27EN998g9zcXISHhyMoKEikUxT4kZCQgIqKCkRERGD16tUoLy+Hrq4ujh8/jrKyMpSUlGDmzJnw8vISsSEwMBAZGRkoKirC8ePHsXfvXmRlZaGxsRHLli1DRkYGHjx4AFVVVeofuDgb4uPjUVJSgrCwMHh7e6OiogKpqanYvXs3Tp48iWfPnsHIyEjse189PT1s3bpVbJZeR0dHHDt2DLq6umLrsCvbtm0Tyu46YMAAfPLJJzh48KBEGXn5EBISIpJ92sPDAy9evKDKjz/+CBMTE4wZM0bEBgMDAyQkJKCyshJff/01Vq1ahfLycjQ2NmLVqlXIzs5GTk4OBg0ahPXr14v1Q1YdH0I/JYhHYmIiqqqqEBERQfnR0NCAZcuW4euvv0Z5eTnGjh2LVatWieh48OABjhw5gpCQEPzxxx/Yv38/9PT0kJWVhd9++w07duxAfHw8dHV1sXPnTqn9eB98KPtsyJM+vUbpnGJcYHB5eTkyMzMxa9Ys6nhQUBAmTJiA8vJyGBkZUTLz5s0D8C4JTOfkboJf08C7ZEQKCgooLi4WuT6TyURoaCj1ecaMGTAyMkJWVhb09fWhrq5OpQeePn06VFRUUFZWBi0trb64KxF3d3exfhQWFiIxMRGFhYVQU1MD8C5Velc618Pz58/laps8uHDhArS1teHs7Nztef90POXRHiTpyMzMBIvFErL33Llz8PDwELlZ5RFPSfcWl8uFmpoatQxv2rRpUFFRQXl5OYYOHSrkR+cO383NDSwWC5mZmXB3dxeJR2lpqYgNndN7CzqlsrIyqr0L8PLyEpswislkIiQkhPo8ffp0Kh4PHjzAnDlzqGt89dVXsLGxQWlpqdADgaAuHz58KNSmGAwG9QNGmqWVV65cgZqaGuzt7VFWVgbg3XK/5cuXd7t8u68+mJiYUDKd+4fu2sOpU6ewdOlSkfYkLpaCNtk1Fj4+Ppg9e7ZYP2TV8SH0U0wmE+Hh4dTnmTNnUn68fPkSFhYWVFsMCwuDiYkJCgsLhXTExMRgxYoV1CiK4P4/f/48PvnkEyp2y5cvx+LFi1FdXY1hw4b1h3v/T9DnCaIREREwNzfH1KlToa2tjSlTpoAQIpSxUPB3QUFBr3Tr6upCQ0MDmzZtErrhJVFbW4vi4mJYWFhgzJgxMDU1xdWrV8Hj8ZCYmAgGgyH164SIiAjo6OjAxcUFt27d6pXdAjIyMmBoaIidO3eCxWJh/PjxiIuL67Uec3NzjBw5Er6+vr0a1pOHD8C7oeJly5bJ/ATc3/GUR3vorKMzlZWVSEtLg4eHh3TOd0LaeIq7twSvNa5fvw4ej4dr166BwWDA0tJSKj86n8disaCjo4OQkBBs2rRJrFxoaChMTEzg7OwMHR0d6mGtM+np6TA3N+/R78512TWjqeCzPLKtduXNmzeIjo4WmUHfF96XD4KREk9PT6lsKCoqEhvztLQ0kbb6vnR05Z/opzr7kZ+fL7RNNpPJhImJidArWx6Ph8LCQmp0bvHixfjpp5+ofZPE/d8SPJz+E/xfHNno88PGrl27kJeXh/Pnz8PNzQ0MBgNTpkxBQkIC8vPzweFw8NNPP2HAgAFoa2vrle6amhpqeLHrUHVXOjo6sHbtWnh4eMDU1BQKCgrw8PDA2rVroa+vDz8/P+zbt0+q9PR79uzBs2fPUFFRAR8fH8ybN0/sL/GeeP78OfLy8qCuro6ioiJER0fD19dX6s5IU1MTKSkpKCgoQGpqKpqbm8UOd79PHyoqKvD333+LDAH3hf6MpzzaQ0dHB/z8/LBkyRKhkQbg3aiGYP6HtPQ2nuLuLQUFBSxYsABBQUEwNTVFUFAQdu/e3W36646ODvj4+FBzHAQIXgf98MMPQqMJnYmMjERRURHi4+Mxa9YskY3k8vLyEB0djW3btnXre0dHB9atW0fF49NPP0V8fDxyc3PR1taGqKioPvUR0hAdHQ0PDw/o6+vLpOd9+nD69Gk4OjrC2Ni4Rxu8vb1FYgm822gpMjISO3bseO86OvNP9VMCPzw9PWFmZoaWlhZqBFmAmpqa0CZTr169ApfLxd9//42ffvoJR48eRVFREWJjY+Hg4IBbt26huLgY7e3tOHnyJAYMGCCXje5o/geZlr4qKChg/PjxqKmpQWxsLJydnREcHIy1a9fC0dERBgYGUFVV7dOufEwmEz4+PvD29kZtba3Yc/h8PtatWwcGg0HNibh9+za+++47xMXFgc1mIz4+Hhs3bkR2dnaP13RwcMCgQYOgpKSEFStWwNHREVevXu217crKylBUVERoaCgYDAZcXFzg6uqKmzdvSiWvqqoKe3t7fPTRR9DR0UF0dDRu3LiBpqamfvMhNjYWTk5OQsPCstAf8ZRHexCnozOCVyi9oS/x7Hpv3blzB3v27MG5c+dQVFSE33//HaGhocjNzZXoh5+fHxgMBn744QeR40wmE15eXli7dq3E+UwKCgpwcHAAm83G8ePHqe9LS0vh6emJHTt2YOLEiRJ94PP5WL9+PRQVFamtjF1dXRESEoLVq1fDzs4OhoaGfe4juiMvLw+pqalS//OTxPv24cyZM/jyyy97tMHX1xcMBgNRUVFCx4qLi7Fw4UJERkbC0dHxveroyj/RT/H5fPj4+EBRUZHyg8lkilzzzZs3UFVVpT4rKSkBAObPnw9NTU2oq6tj0aJFuHfvHuzs7LBq1Sps374dS5cuha6uLjXx9Z+gv0Y1/teMbHSGy+WivLwcALBy5Urcvn0bjx49wsyZM8HlcqUaahUHn89Ha2ur2PeEhBBs2LABdXV1OHbsGLX9dnZ2NiZNmoSxY8di4MCBsLOzg729vVSz1rsyYMAAkSFTaRg1alSvZXqyA0CfbOmrD7GxsXIZ1ejM+4ynPNoDIQRBQUGoq6tDTEyMyJbu9+7dQ01NDebOnStTPfQmnoJ7Kzc3Fw4ODhg9ejQGDhwIW1tbjB07Fnfu3BHrR0BAAGpra3HixAmJW9Pz+Xy0tbX1+B6ey+VSQ8qVlZVYtGgRgoODsWjRIokykuIBAGvWrMH9+/eRn5+POXPmgMfj9fg6qLekp6ejqqoKTk5OGD9+PI4ePYqkpCR8/vnnUut43z7cvXsXbDabmhMhyYaAgADU1dXh5MmTQjZUVFRg3rx52LJlC5YsWfJedUjD++6nCCHw9/dHXV0dYmNjKT8sLS2Rk5NDndfS0oLS0lKheAwaNAhaWloS/8HOmzcPJ0+exMWLF+Hi4gIejye3H1o07+j1w0Z9fT0uX76MlpYW8Hg83L59G5cvX4ajoyM4HA4KCgpACEF1dTU1o79r3gYulwsOhwMejwcejwcOhwMul4ubN28iMzMTPB4PTU1NCAkJgYaGhtj3iJs3b0ZhYSFOnTollJti7NixSE9Pp365PnnyBOnp6bC2tu7Wr8bGRly7do2y5fTp00hJSRG7ZLUnP5ydnWFoaIioqChwuVzcvXsXKSkpIu+9BfJ8Pl9I/v79+ygsLASfz0dDQwM2b94MV1fXHvNf9MUHcaSlpaG6urrHVSg91UN/xlMe7UGSDgFnz57F559/LjGHh6zx7O7esrW1xf3796mRjJycHNy/f1/sP7hNmzahsLAQZ8+eFfIjOTkZWVlZVDzCw8OhoaEh9GOgrq4OcXFxlA3Jycm4dOkSnJ2dwWazsXDhQqxevVrsKpHObNmyBc+ePUNsbKyQDRwOB/n5+SCEoKqqCps2bYKPj49IziJJbQp4twxSMMT99u1bcDgckX9US5cuxe3bt5GYmIjExER4enpiypQp1AhNe3s73r59S/0tLueRvHzo2h4EnDp1Cu7u7t3mhAkODkZBQYFILJ8/f445c+bA29sba9askSgvDx0fSj8l8OPcuXNCfsyZMwf5+fmIj48Hh8NBZGQkrK2tRV4Vubm54dKlS3j16hXevHmDCxcuYOLEiXj79i1KS0tBCMGLFy8QHR2NBQsWyCVXT1/5vziyAdILysvLyaNHj4iDgwNRU1MjqqqqxNzcnOzdu5eUl5eTJ0+eEAsLC/Lxxx8TLS0tsn79elJSUkLKy8tJeXk5aWtrI21tbSQiIoIAECoREREkGqsiewAAIABJREFUNjaWmJmZESaTSYYOHUpmzJhB7t+/T8nV19eT+vp68vjxYwKAKCkpESaTSZWDBw+S+vp6snfvXmJiYkKYTCYxMjIi3333HSXL5XLFFjabTcaNG0dUVVWJuro6mTBhArl69arIeS0tLVQJDw8X8SM8PJy0tLSQjIwMMmHCBKKiokIsLCzImTNnKLnW1lbS2toqUT4mJoYYGRkRFRUVoqOjQzw9PUlJSQklJ6sPXC6XdHR0SCze3t7E09Oz23MEMfmn4ymrfENDA2loaCCZmZlidRw6dIg0NDSQ6upqoqamRi5evEjJCIqs8RTcH93dW+Xl5eS7774jRkZGhMlkEkNDQxIREUEda2xsJI2NjeTJkydi/Thy5AiJiYkhpqamhMlkEk1NTfLZZ5+RO3fukMbGRlJTU0NqampITk4OmThxImWDhYUFiYqKIjU1NWTz5s0EAFFRUREqAtm6ujpSV1dHHj16RNnQ+byDBw+SoqIiYmVlRVRUVIiWlhYJCgqiZDkcDlUktSkOh0NYLJbIsadPnxIOh0NKS0vFlg0bNhB3d3fqc1d5AKS0tFRmH+rq6khzczNpbm4mYWFhItcICwsjzc3NpL6+nqirq5MrV65Q5wvK69evyevXr0l2drbYWB49epTS3fl7JpNJycqqQ9A2/+l+qqmpiTQ1NZGcnByJfjQ1NZH4+HhiampKlJWVibOzM8nOziZNTU3kr7/+osqff/5J5s6dS5hMJhk8eDCZP38+SUpKIpcvXybDhw8nysrKZPDgwWTp0qXk+vXrlFx/o62tTYKCgvql2Nvb95tfAwiRfsxL0kYp0qKtrS2TvKwZAAE666uAXoRdLPLI+iqPeMqKPJ7u6ayv75A1y+eHkPW183v+viJre/gQsr7KmhUakE8/1draKpP8/8asrzo6OjK/0pKW1NRUudSRNNDbldPQ0NDQ0HxA0NuV09DQ0NDQ0ND0Enpkg4aGhoaG5gOCHtmgoaGhoaGhoekl9MgGDQ0NDQ3NBwQ9skFDQ0NDQ0ND00t6NbLRXR4GaRg4ULZnG1mXawKgNvLpK7L6ALzb218W5JFHQlYb5PHkLU2+mp6QNR7y8EPWdinrslXg3fbMsiCPZYqy3lt8Pl9mG2Tto5SVlWW2QR7L42VF1j5CHtvHy9oeAOD169cyyUuzdfqHxj+y4VY/QI9s0NDQ0NDQ0LxX6DkbNDQ0NDQ0HxD0yAYNDQ0NDQ0NTS/p9cNGe3s7NmzYgLFjx8LY2BhTpkzBjRs3qOMnT57E+PHjYWRkhMWLF6OmpqZHnfn5+ZgxYwa0tLRgaWmJ+Pj4927DwYMH4eTkBA0NDfj6+lLfl5eXU+mFBWXPnj1i7RDoUFdXh4+PD/X9vXv3MHv2bOjr68PQ0BCenp5it1Fub2+Hv78/rK2toa+vD2dnZ/z555/U8Vu3bsHe3h46OjqYPXu2yHbx7e3tCAoKgq2tLVgsFiZPnkzVw3//93+DxWJRxcDAAJqamsjMzBSxw9/fH6NHj8bIkSPh6OiIU6dOAQAePnyIxYsXw8LCAlZWVvD29saLFy/E1sX69ethY2ODESNGYNKkSYiNjaWO/f3333BycoKxsTHmz5+PyspKIdlDhw7BxcUFQ4YMgZ+fn9CxCxcuwM7ODrq6urC3t8eVK1e6jcU/GU9JNnRm165dUFFRwV9//SVyrL29HQEBARg1ahQMDAzg4uKC69evAwCePn2KyZMnw8jICEZGRnB3d8fTp0/FXiMoKAj29vawtLSEq6srzpw5AwC4dOkSzM3NqWJqagpDQ0M8efJESF5SLN++fYs1a9Zg3Lhx0NHRQWpqqtjrA0BgYCDGjh0Lc3NzODs74/Tp0wDeZY0dNmwYTE1NqfLjjz9KXZe9iacsbRIADh8+DFdXV2hqaoq0y5iYGNja2kJXVxfz58+XeH/Lcn/K6/4ODAyEnZ0dLCws4OLiQsUCeDe3Izw8HDY2NrC0tMQXX3whti7F8ezZM6ioqPSYHVrSfZWfnw8nJyfo6elBT08Ps2bNQn5+vkQ9srTrJUuWCJUFCxbgyJEj1PE7d+4gICAAS5YsQUBAANLT06Wuh/fBwIED+6X0J73KjVJfX4+Wlhb88ssvWLJkCQwMDHDjxg34+vri77//RmVlJby9vXHp0iUMHz4cERERKCgowOXLlwEAampqIjq5XC5sbW3h4+ODwMBA/P3331iwYAHu3bsnkrVPMNlHFhsEkxLj4uIwcOBA3LhxAxwOh2p45eXlsLS0RFNTEz76SPQtU+fhrc462tracPToUQDAtWvX0NzcjM8++wwfffQRgoODwWazKRsEkzNbWlrw008/4csvv4ShoSGuXbuGNWvW4O7du1BVVYWtrS1+/vlnzJw5Ezt37kRaWhr++usvIfl///vfWLp0KQwMDHD9+nX4+Pjgzp07YLFYQnafPn0a+/btw4MHDzBgwAChCaJPnz6FiYkJlJSU8OzZMyxYsACxsbFUvKdMmQIFBQWEh4fjxYsXOHPmjMgwX1cd8+fPx6lTp2BgYAAHBwdER0dj+vTpiIyMRHp6Oq5evUrFIj4+XigWhw8fBvAuK6W1tTXOnTuHzz77DNeuXcPy5cuRm5tL5dkR3DD/ZDwFt5AkGwSUlJTAw8MDDQ0N+PXXXzF16lQA/zORrqWlBQcOHICnpycMDQ3x559/wtvbG6mpqVBXV8fr16/BYrHA5/Nx9OhRnDhxAmlpaQCEJ4gWFBTA2NgYSkpKKCoqwuLFixETE4PRo0cL2fP777/jp59+wp07d6CkpNRjLC0tLXHs2DGMGTMG3t7eOHToEJycnCi5zvlyutqwcOFCnDhxAoMHD8bEiRNRXl4uEo/BgweLjUVv4tm5HvrSJjtPMBW0y5s3b6KtrY1ql3fu3MHy5cuRmJiIESNGICQkBE+fPkVSUpJIPPt6f8oq33mCaNdYLFq0CMePH8fo0aMRGBgIHo+HHTt2QENDA7m5uRg9erRUE0RnzJgBDocDFouFkydPihwX1IOk+6qxsVGoTR86dAgxMTHIyMigdNTX10v0Q5p2/ejRIxG7OBwOVq1ahW+++QbW1tZoaGiAn58fwsLCYGdnh4cPH+L777/HkSNHoKGhAXd39x7rQp7o6upixYoV/XKtv/7668PNjcJkMhESEkJ9nj59OoyMjJCVlYUHDx5gzpw5VArxr776CjY2NigtLYWJiYlYfQUFBWCz2diwYQMGDBiAKVOmYNKkSTh9+jS2b9/+3myYN28eAODRo0d4/vx5b6tBREd1dTX1/YwZM4TOW7t2rdj0yUwmE+Hh4dTnmTNnwsjICJmZmXj58iUsLCwwf/58AEBYWBhMTExQWFhI+cFkMhEaGip0XYF8187o3Llz8PDwEPsusHPKd8FM6LKyMpGbzMvLi7JHWh1ZWVkwNzfH3LlzAbxL425lZYVnz55hzJgxAEBdp2ssqquroa6uTtWdm5sbVFRUUFpaKpLU70OIZ082BAcHY8eOHdi4caPY6zOZTISFhVGf3dzcwGKxkJmZCXd3dyqJICEECgoKKC0tFaunc8p4QSzKy8tFOuXz589j4cKFIm1CUixtbW2pX/g9JV3rbINAT1lZmdADRXfII559aZO2traUjKBdPn78WKg9JCYmYv78+bC0tAQAhIaGwszMDCUlJRg+fDh1nqz3p7zub0ntgclk4vr168jIyKCS4HVtI5I4e/YsNDQ0YGVlhaKiom7PlXRfaWhoiLTp4uJiiXpkbdcC0tLSoK6uDisrKwBAQ0MDmEwm7O3tAQDjxo2DsrIyampqZE7c2VfoORtiqK2tRXFxMSwsLESWAAo+Sxru7XxO1+9yc3P7zQZxmJubY+TIkfD19RV6uu4Ld+7coTqm7qitrUVRUREsLS2Rn58PGxsb6hiTyYSJiUm3w4yd66EzlZWVSEtLg4eHh0TZ0NBQmJiYwNnZGTo6Ovj0009FzklPTxf5J9JVh7GxMZycnCgdBQUFsLa2FvLDyMgIBQUFEvUIsLOzg7m5ORISEsDj8XDlyhUoKSlh1KhRPcp25Z+IZ2cuXrwIBoMBNzc3qWUE8ex8LRaLBR0dHYSEhGDTpk0SZcPDw2FqaorJkydDW1ubGkURUFVVhXv37kkcNhcXy94SFhaGESNG4JNPPoG2tjamTZtGHXNwcIC9vT2Cg4Px8uXLXuuWNp7ybpPAuz6lcz8j+DsvL69bOVnuT1nlw8PDMXLkSCoWU6dOxePHjzFs2DDs27cPNjY2mDZtGhISErq1AXg3wrx9+3ZERUX1eK406OrqQkNDA5s2bRL6ESnJD1naNQAkJydj8uTJ1D/0ESNGwMDAAPfv3wePx0N6ejoUFRVhbGwss280/4NMDxsdHR1Yt24dPDw8YGpqik8//RTx8fHIzc1FW1sboqKiRIb0umJubg4tLS3s27cPHR0duH79OlJSUqROLSwPGzqjqamJlJQUFBQUIDU1Fc3NzfDy8pJKVhzZ2dnYs2cPdu/e3aMf3t7e8PT0hJmZGVpaWkReO6mpqaG5uVmivJ+fH5YsWSLy+uncuXOYNGkSjIyMJF4/MjISRUVFiI+Px6xZs0T2XcjLy0N0dDS2bdvWrY7i4mJcvnyZ0tHS0iKSOrw7PzqjoKAAT09PeHl5YciQIfDy8sKBAwd6tT/HPxXPzjQ3N+Pbb7/FDz/8ILVMR0cHfHx8sHTpUqF4VlRUoKKiAj/88EO3v0J3796Np0+f4sKFC3BzcxOJ5/nz5zFhwgSRX8gCxMWyt+zZsweFhYW4dOkSZs6cCQaDgSFDhiAxMRH37t1DUlISmpubERAQILXO3sZT3m0SeDfCcPHiReTk5KCtrQ179+7tsY+R9f6UVX737t0oKCjAxYsXqViw2WwUFBRg0KBBePjwIXbu3Ing4GA8e/asW/+3bdsGLy8vGBoadnuetNTU1ODFixf48ccfhUaWJPkhS7uuq6tDbm6u0EOKgoICJk+ejOjoaCxatAjR0dFYt26dXPZc6QuCUZv+KP1Jnx82+Hw+1q9fD0VFRezduxcA4OrqipCQEKxevRp2dnYwNDSEqqpqt+//FBUVcf78eSQlJYHFYmH//v1YuHAhDAwM+s2GzqiqqsLe3h4fffQRdHR0EB0djRs3bvRpc5ji4mK4u7sjKioKzs7O3frh4+MDRUVF6tcCk8kUueabN2+gqqoqVn7dunVgMBiIjIwUOS4YYu0JBQUFODg4gM1m4/jx49T3paWl8PT0xI4dOzBx4kSpdcTExIDJZIp04pL86EpycjK++eYbXL16Fa9evUJSUhL8/f1FJjR2xz8Rz67s3LkTS5culfqXEp/Ph5+fHxgMhtgHFCaTCS8vL6xduxZ1dXUS9SgoKGDChAmoqakRead+4cIFLFy4sFs7usayLwhsYLPZOHHiBJhMJmxtbfHRRx9BS0sLu3btwu3bt6XelKwv8ZRnmwSAyZMnIyIiAsuWLYOVlRVYLBYGDRoEfX19sefLen/K8/7uHAtlZWUoKipiw4YNYDAYmDRpEhwdHXH79m2JOjIzM3Hz5k2JrwL7CpPJhI+PD7y9vVFbWyuVH31p18nJybC0tISOjg71XVZWFk6cOIGdO3fi/Pnz2LVrF3755ReUlJTI5hSNEH162CCEYMOGDairq8OxY8egqKhIHVuzZg3u37+P/Px8zJkzBzwer8chZxsbG9y4cQNsNhsJCQkoLS3FuHHj+tUGSQie/nq7S2R5eTlmzZqFsLAweHp6duuHv78/6urqEBsbS/lhaWmJnJwc6ryWlhaUlpaK+EEIQVBQEOrq6hATEyNUD8C7lRQ1NTXU+2lp4HK5KCsrA/BuiHbRokUIDg7GokWLeq3D3Nxc6JVYS0sLysvLu30dI+DJkydwdHSEnZ0dBg4cCHt7e4wfPx7JyclS29GV9x1PcSQnJ+PgwYMwNjaGsbExqqqqsHz5cuzbt0/kXEIIAgICUFtbixMnTojEUwCfz0dbW5tU8xm4XC7Ky8upzxkZGXjx4gVmz54tlf2d20Nf4fF4QjYI6Gs8+iIvjzYpwNfXF5mZmSgtLYW7uzu4XC41B6Azst6f7+v+Fky07S23b99GWVkZjI2Noa+vj3379uHixYs99tfSwOfz0draKvUcnb6061u3bmHKlClC35WWlsLKygojR47EwIEDqVVSvflRQ9MzfXrY2LJlC549e4bY2Fh8/PHH1PccDgf5+fkghKCqqgqbNm2Cj49Pj5NssrOzweFw0NraiujoaLDZ7B5n48pqA5fLBYfDAZ/PB4/HA4fDAZfLxf3791FYWAg+n4+GhgZs3rwZrq6uYreUFujg8XhCOqqrqzFz5kz4+fkJLfUSR3BwMAoKCnDu3DkhP+bMmYP8/HzEx8eDw+EgMjIS1tbWIkOomzdvRmFhIU6dOiUkL+Ds2bP4/PPPRYaNBdTV1SEuLg4tLS3g8XhITk7GpUuX4OzsDDabjYULF2L16tVYuXKlRB/q6upw6dIlsTpmzZqFp0+f4o8//gCHw0F0dDQsLS1hamraYyzs7OyQlpZG3fRZWVlIS0sTO2fjQ4inJBsSExORkZGB9PR0pKenQ09PDz///LPIckoA2LRpEwoLC3H27FmheCYn/3/svXdYVNf6gPsqMhgpEhWQImgEO0ixRIqi5NhixIaosaIISlOjoBCjxt5NsR1N1MSa41FAIbaIRrGhBqKCIkgHI4LGQESF4f7Bnf1jmBnaEE9u7n6fZ54H9t7f2mt9q+xVvrW+GBISEigrK+PFixeEhoair6+v8IF8+vQpERERQl5cuHCBiIgIHB0dhWeOHj3K0KFDlY7kq8tLqNiOWVJSAlRM7ZeUlCh86JXFITw8HCcnJ27fvk1KSgpSqZTCwkIWL15Mnz59FJYM1c1Pdctk1fIglUqFOJSUlJCYmEh5eTlZWVkEBgYya9Yspcav6tZPdeVVlQcnJyd69+6NiYkJX3/9NaWlpcTFxXH16lVcXV2VhgXg7e3Nw4cPuX37Nrdv38bHx4ehQ4fy448/qpRRVa9++ukn4uPjhTIdHByMvr6+gk1KdemobbmGCru9goICuR1UAJaWliQmJgozGY8ePSIpKanaZam/mn/iMkqdt75mZWVhb2+PlpaWnEX6xo0b+de//sXw4cNJT09HW1ub8ePHExoaKjynbOsrwMKFC9mzZw9v3rzBycmJzZs3Y2lpqfCcbKpUnTjI1vtXrFihsO4eGhpKhw4dWLJkCfn5+ejq6uLm5saKFSto3bp1hcIqZdCKFStYuXKlXBhhYWE0atSIFStWKNgWyAzZZNtOMzMz6datG1paWnLb+LZs2YKnpycxMTHMnz+frKwsevTowfbt27GwsBDks7KysLW1VZDfuHEjHh4elJSU0LlzZ/bu3Uu/fv3k4iIL4+nTp8yYMYPExESkUilmZmbMmDGDiRMnsmHDBjZs2KDgb+LRo0dyepCFce/ePbkwZPvvL168SGhoKNnZ2djb2/PFF19gbm4u6GflypUKZyUsWrSIsLAwduzYwbZt23jy5AmtWrVi5syZBAYGCs/Jtr7+L/NTVoVUxeHTTz+Vu9apUye2bdumsPU1MzMTGxsbhfzcvHkzEomElStXkpubS9OmTbG3t2fJkiVCx0u2DCHbxpeUlIRUKsXU1BQvLy9hNqakpAQHBwd27twptxQkW/uuKS979OihcCZFXFwc5ubmwtbXgoICZs6cKVemvLy8+PjjjwkPD2fNmjU8ffoUXV1dXFxc+PTTTzE0NJT7WNc3P2V6qG+ZrFzWV61apbRczp49m8GDB5OWloaOjg4TJ07ks88+E9oYWX6qUz/VlZfZj8jyomp5+Pjjj4GK3YALFiwgKSkJMzMzgoODGTJkSK2XnZctW0ZKSkq1W19V1avOnTvz+eefk5OTwzvvvIODgwPLly+XM4yX1bH6lutbt24Jf2/bto1Xr14xd+5chbhGRUVx4sQJnj9/TvPmzRkyZIiwi+Ztb301NjZm6tSpb+VdZ8+efWtbX+vc2VAHVZ2N2tIQTnXUdf7VEL1BdZ2gqSvfEGGIjtj+D3UdsTWEw6q/gyO2yuds1IfaboutDnX1oK4jN2iY/FSXf4ojNnW/OZU7G/Xlf9HZmDZt2lt515kzZ95aZ0M8rlxERERERETkL0V0xCYiIiIiIvI3QjzUS0RERERERESkjogzGyIiIiIiIn8jxJkNEREREREREZE6Is5siIiIiIiI/E34X5yB8TaoU2cjLy9PrZepOnimtig71KauSKXS/3kc1N2uqW4aoGavnTWh7jZHqHAxrS7qbodWdrhXXantMdeqUOYqva60bNlSLfmGyM9nz56pJX/s2DG14zB06FC15NXdxgyoPPX1baJu/Va3jYK/x1EFDbGFV6RhEGc2RERERERE/kb8E2c2RJsNERERERERkb8UcWZDRERERETkb4Q4s/H/4uXlRY8ePejduze9e/fmo48+AuDGjRuMGjUKJycnXFxcmDNnDr/99puC/Pbt23F0dERPT48ZM2YI11+/fs348ePp0KEDTZs2rdbV8Y4dO3BxcaFFixYKDq3++9//Ym9vT+vWrXFwcODEiRO1lj9y5AhGRkbCz8DAAB0dHX755Zca9TJp0iRMTU0FZ0K7d++uUaYqSUlJDBo0CAMDAzp37kxERITKZ1+9eoW/vz/dunXDzMwMFxcXzp49q/DcmjVr0NfX58KFC3UK4/79+7i6umJhYYGFhQXu7u7cv39fQT4oKAhbW1ssLCzo378/586dE+6Hh4fTp08fLCwscHR0JDo6WmlaAgICsLe3p1OnTri4uHDw4EHh3suXLwkNDcXa2prOnTszevRolTpJT0/H1taW4OBgoGINfseOHQwYMICePXvyySefKLgXrxwHOzs7OnbsiLOzsxCHrKwsTE1NBW+QVlZWbN68Waku/fz86NatG6ampjg7Owu6jIuLw93dHQsLC9577z0mT57M48ePFcJQt1xu374dJycn9PX1mTlzpnA9IyODZs2aYWBgIPyq+v2onIauXbtiYmKCs7MzZ86cEe5fuHABBwcHjIyM+PDDD8nMzFSqy6CgIHr06EHXrl1xdXXl0KFDwr2TJ08yYMAAunTpgpubG6dPn1aQz8/PZ/369cycORM/Pz/27dtHWVkZABMnTmT69OnCb9euXUrTERAQgI2NDebm5vTr10+ubvz555/Mnz8fS0tLLCwsFDyFVqeH169fM2nSJLp164aenh6XLl1SqgN1ddlQcVC3jajK119/TY8ePdDS0qq1D4/Zs2djbW1N+/bt6dOnD/v37xfSMX36dHr06IGRkRGxsbEq06FOfso4c+YMnp6e9OvXj1GjRgn1Jy4ujrFjx9K3b19mzZqltn2iiCL1ntlYtGiRQqPfvn17duzYgaGhIa9fv+brr79mxYoVfPXVV3LPGRsbs3DhQs6ePatwhr+joyP+/v6CoyBVGBsbExwczLlz5wQvlAC5ubnMmDGDI0eO8K9//YvTp08zadIk7t27h6GhYY3ynp6eeHp6Cv/v37+ftWvXYmtrW6NOFi5cyO7du9HS0uL+/fsMGDAAOzs7HBwcapSFCiO9MWPG4O3tTXR0ND///DOjRo3i+vXrCt5eZc+bmpoSFRVFmzZtOHPmDNOmTSM2NlbwWJiWlkZkZKTgqKouYbRu3Zp9+/Zhbm6OVCpl165deHl5ceXKFTl5ExMTIiMjMTMz4+zZs0yfPp1Lly6hqanJrFmz+P7773FzcxPu3b59GwMDA7l4+Pv7s2HDBrS0tEhJScHDw4Nu3bphY2NDcHCw4OlRX19fzj14VVasWCHnFTYiIoITJ05w4MAB9PT0CA4OVur4TVkcxowZQ7du3QSfHUlJSdUac5aWlmJmZiany6lTp3LlyhWeP3/O1KlTcXNzo0mTJixYsIDZs2crGEWqWy6NjY0JCQlRkJeRl5dXYxpMTU2Jjo6mTZs2nD59mqlTp3L16lXB6dhXX33FkCFDWLFiBVOnTuX8+fMK4fj5+bFu3TpBl+PGjaNbt24YGBgwZ84cdu3ahaurK+fPn2f27NkKH5m9e/eip6fH119/zZ9//smaNWs4d+4cgwYNAiqc96kq05XTcfLkSblyefnyZczNzZk7dy6lpaVcu3aNd999lzt37tRaD8bGxrz//vvMnj27Wu/U6uqyIeOgThtRFRMTEz799FNOnz5dax8sgYGBbN68GS0tLR4+fMjIkSOFwUOvXr2YOXOm3MBTVTrqm58A169fZ+vWraxYsYKuXbsKfleeP39OSEgIYWFhODs7s3PnTsLCwvj2229rlba/gn/izEaDLqNUtYjX0NBQ8BAJCN70bt26RU5OjnBdIpEQEBAgyFaHzDnO7du3yc3NFa7n5OTQvHlzBg4cCMDgwYNp1qwZaWlpcp0NVfJVOXDgAOPHj69V5nft2lX4W7Z9KTU1tdadjQcPHpCXl0dQUBCNGjWif//+9OnTh4MHD7J06VKF57W1tVm0aJHw/+DBgzE3Nyc+Pl5oSBYsWMDSpUv55JNPlL6zujDc3d3R19cHKmYINDQ0SEtLU5APCQkR/h80aBAWFhYkJCRgYmJC8+bN+eCDDwAYOHAgzZo1Iz09XaGzUdlVukx3GRkZaGtrc/bsWeLi4oTdTDY2NkrTEh0dja6uLra2tsIo8cKFC4waNUqwSp8xYwbTpk3js88+U9hZVNVde6NGjUhPT6+1gzBlurSwsBB0WRlvb2+loy91y6WsbtUkX10aQkNDhf+HDBkipKGwsJBOnToxcuRIoGLA0a5dO5KTkxU6w5X/l8UxIyOD0tJS9PT06N+/PwBubm40a9aMjIwMOfn8/Hz+9a9/IZFIkEgk2NjYkJ2dXad0LFy4UPh/0KBBQrl+9eoVP/74I3fv3hWcQ1bttFWnBwsLC/z8/IDq2yl1ddlQcVDMGj10AAAgAElEQVS3jajKqFGjALh582at86Sy23hZ/U5PT6d79+7CDF5N6VAnPwF27drF9OnTBa+ysu/B8ePHee+993BzcwMq6uagQYNIT0+nbdu2tUqfSM3U20D0yy+/pG/fvkyePJm4uDjhel5eHk5OTvTs2ZN9+/a9Ne91Muzt7enYsSNRUVGUlZVx4sQJtLS05Ea7tSUzM5PY2FjBjXFt8PPzQ0dHhy5dumBsbFynrXjKtt2Vl5dXO5KvzJMnT0hNTaVz585AxRKGpqam0PGqTxgA5ubmGBkZERwczLx582ol36lTJ2xtbbGysuLHH3+krKyM6OhoJBIJXbp0USobGhqKpaUl/fr1w9DQkAEDBvDLL79gamrKxo0bsba2xs3NjaioKAXZoqIivvrqK2H5REZVnZaXl/P69WuFj5uMRYsW0b59eyEOsgYIoHfv3jg4ODB37lwKCwur1YNMFykpKXK6lHHlyhW5Brgu1KdcyujYsSOWlpbMnDmzVh41K6chKSlJzv23trY27dq1IykpSalsWFgYHTt2ZMCAARgaGtK/f39sbGywtLTk7NmzlJWVcfr0aSQSiYKOBg0axLVr13j16hWFhYX8+uuvcp3MFStW4Ofnx5YtW8jPz69VOmTl8tatW7Rp04Y1a9ZgaWmJk5MTkZGRtdZDfVFHlw0ZB3XbiPoSEhJC27ZtcXJywsjISBiE1Ie65mdZWRlJSUk8e/aM0aNHM2zYMNavX09JSQmPHj3CyspKePadd97B1NSUR48e1Tt+IorUq7MxZ84coqOjOXfuHKNHjyYgIECYwTA2NiY2Npaff/4Zf3//t94z1NDQYMKECXh5edGiRQu8vLz48ssv67Vf++DBgzg6OtYpDVu3buX333/n4sWLjBw5Ei0trVrLduzYEQMDAzZu3MibN284e/Ysly5d4s8//6xR9s2bN3h7ews2L0VFRXz++edKlwtqG4aMzMxMMjMzWb9+vcpZBZm8r68vnp6eWFlZoaGhgaenJ76+vpiYmODj48PGjRtV5sWqVat48OABx44dY8iQIUgkEvLy8njw4AG6urrcunWLFStWMHfuXB4+fCgn++WXXzJ69GiFffUuLi4cPXqUnJwc/vjjD7755hsApUsMAKtXryY5OZnjx48LcWjRogXR0dFcv36dU6dOUVRUhL+/f426nDFjhoIuAe7evcvatWtZvnx5tWGooj7lsmXLlly6dIkHDx4QGxtLUVERXl5e1crI0jBhwgQ6dOhAcXGxMHKUoaenp9IGZuXKlSQmJnL06FEGDx6MRCJBQ0ODUaNGERgYiJWVFYGBgaxatUrBtXunTp3Izs7G29ubwMBA2rVrR48ePQD49NNP2bJlC+vWrePdd99l48aNgj2HqnT4+Pgwbtw4OnToQG5uLklJSejp6ZGYmMi6devw8/PjwYMHtdJDfVBXlw0VB3XbCHVYu3YtqampREZGMnToUCQSSb3CqU9+FhYWUlpayvnz59m5cyf79+8nOTmZPXv28PLlS4WzcnR0dGrV7v4VNGrUiMaNG7+V39ukXm+zsbFBW1sbiUSCu7s7tra2CgZKzZs3Z/jw4QQFBTXIgUG1JSYmhsWLF/Pjjz/y7NkzTp06hZ+fH7/++mudwzp06FCNtiPK0NDQwNnZmezsbHbs2FFrOU1NTY4ePcqpU6cwNzdny5YtjBkzBjMzs2rlpFIpPj4+SCQS1q9fD1R8ND09PWv9QVIWRmW0tbXx8vLC19dX6UhSKpUya9YsJBIJa9euBeDixYssW7aM8PBw8vLyiIiIYM6cOUrXU2VoaGjQq1cv8vLy+O6772jatCmampoEBQUhkUjo06cPjo6OcsbDSUlJXL16Vena9ahRoxg6dChTpkxh+PDh9OrVCwAjI6Nax0FbW5vu3bvTpEkTDAwMWLlyJRcvXuSPP/5QqcuZM2cikUjYsGGD3L3U1FTGjBnD2rVrcXR0VBmH6qhPudTR0cHBwYEmTZpgZGTEpk2bOHfunMqDl6RSKd7e3mhqagpp0NbWVnj+jz/+qPZQMw0NDXr27Mnjx4/Zv38/ly9fZvXq1Rw5coSUlBR++OEHQkJC5GbvpFIp69ato2fPnnzzzTds376d4uJiDh8+DFR0RJo0aYK2tjaTJk0iPz9f5ZKRVCrF19cXTU1N1q1bByCUqfnz5yORSHBycsLZ2ZmYmJha6aGuqKvLhoqDum1EQ6ChoUHv3r3Jy8tj7969dZavb37KBn1jx46lVatW6OvrM378eK5cucI777xDcXGx3HuKi4sVOsAi6tEgXZtGjRopXQIoLS2lsLBQISP/Sn799VccHR2xt7encePGODg40LNnT6UNSXVcvXqVvLw8YQ28PpSWlpKamlonGWtra86dO0deXh5RUVGkpaUJIzpllJeX4+/vz5MnT/juu++E0wsvXrzIzp076dChAx06dCAnJ4epU6eyZcuWWodRFalUysuXLxUa9vLycoKCgsjPz2fPnj2C/J07d+jTpw92dnY0btwYe3t7HBwcqt1lJKO0tJSMjIxaTRnHxcWRm5uLm5sbLi4u7Nmzh7NnzzJ69GgaN25MQEAA586dIyYmBktLS2FHR02UlZUpXW6R2SCoWvby9/cnPz+f77//Xk6XmZmZjBgxggULFjBu3Lga36+MhiiXUHMa/Pz8yM/PZ//+/UIaOnfuzN27d4XniouLSUtLq1UeyfLz3r179O7dGxsbGxo3bkz37t2xs7Pj8uXLcuEWFBTwr3/9C01NTXR1denbty8JCQkqw1eVjoCAAPLz89m3b5+Qjsq2VdWhSg91QV1dNlQc1G0jGprS0lLS09PrJKNOfurp6WFoaKjU9u69996Tmyl9+fIl2dnZvPfee3WKX0Mis2v5q39vkzp3Nl68eEFsbCyvXr2itLSUqKgobt26haOjI+fOnSMtLQ2pVEphYSEbNmygU6dOCkdCl5aWUlJSQllZGWVlZZSUlAizH69evRKmuF+/fk1JSYnKjkxJSQlSqVQuDHt7e65cuSLMZCQkJHDlyhUFmw1V8jIOHDiAu7t7rY9Yf/LkCYcPH6aoqEhYiz58+LBgCFdb7ty5Q0lJCX/++SebNm0iLy+vWmvzefPmkZyczOHDh+UMHiMjI7l69SqXLl3i0qVLGBsbs2XLFqUW36rCiImJISEhgbKyMl68eEFoaCj6+voKhpTz588nOTmZAwcOyMnb2dlx7do1YSbj119/5dq1awqNw9OnT4mIiKC4uFjYdRIREYGTkxO9e/fGxMSEr7/+mtLSUuLi4rh69Squrq6CvIeHB6dOneLYsWMcO3ZM2Nq2a9cunj9/TmZmJuXl5aSkpLB27VpmzZqlMIWoLA7h4eE4OTlx+/ZtUlJShHK9ePFi+vTpozANDjB37lwePHigoMvc3Fw++ugjZsyYwfTp01Xmp7rlUpX8jRs3SE5ORiqVUlBQwPz58+nbt6/S49plaThy5IhcGj766COSkpKIiIigpKSEtWvX0rVrV4Vp/adPnxIZGSno8uLFi0RGRuLo6Ej37t25ceOGMJNx9+5dbty4IfeR1dXVxcDAgHPnzlFWVkZxcTGXLl3C3Nyc7OxsMjIykEqllJSUcODAAd59911MTEwU0vHJJ5+QnJzMwYMH5dLh6OiImZkZmzdvFnYwxMbGMmDAgFrpAWrfTqmry4aIQ0O0EZWprv1WRn5+PsePHxfKQ0xMDMePH8fZ2VkhHW/evFGZDnXzc9iwYfzwww8UFhby4sULDh8+jJOTE66urqSmpnL+/HlevXrFN998g6WlpWgc2sA0Kq+DM4A7d+5QWFiIn58faWlpaGho0LZtW/z9/YVdE9999x2FhYVoa2vTs2dP5syZIzQEsoq0fPlyVq5cKRd2WFgYixcvpkOHDgr7ze/fv0/btm3lCrSy7YuLFi0iLCyMHTt2sG3bNp48eUKrVq2YOXMmgYGBcs9WJ19SUkL79u3Zv3+/QmdBlW+U/Px8xo4dS0JCAlKpFAsLC/z9/fH29lZ4trqKuXDhQvbs2cObN29wcnJi8+bNWFpayj0j226WmZmJjY0NWlpactsZN2/ezNixY+VkrK2t+eqrr+Q+0jWFIZFIWLlyJbm5uTRt2hR7e3uWLFlCt27dhDRkZWVhZ2enIL9hwwY8PDzYvXs3O3fuFPLCy8tLsKKXNTAFBQXMnDmTpKQkpFIppqameHl5CUsFDx48YMGCBSQlJWFmZkZwcDBDhgwBlPtf+Prrr8nMzGTdunWkp6cze/ZsHj9+zLvvvsukSZPkzgaQfWxlcUhMTEQqlWJmZibEITw8nDVr1vD06VN0dXVxcXHh008/FazZZVPfmZmZWFtbK+hiy5YtPHr0iNWrVyvYq+Tm5spZ4de3XMo6TytWrGDVqlVy90JDQ+nQoQNLliwhPz8fXV1d3NzcWLFihbDdUZafmZmZdOvWTWkaPD09iYmJYf78+WRlZdGjRw+2b98u7GqQ+UYpKChg1qxZcvk5bdo0xo8fD1Rsa/322295+vQpLVq0YPLkycycOVNuKTYjI4Pvv/+ezMxMGjduTJcuXZgyZQrZ2dns2bOHZ8+eoaWlhZWVFePHjxfSITPIzsrKonv37grp2LRpEx4eHiQlJREUFERiYiJmZmZ8+umnDBs2THi2Jj1069ZNoZ26c+eOoAt1daluHGT+k+rbRlTnM2jp0qUsW7ZM7tqSJUsUdsw9efIEqOh8zpgxg3v37gl1a8aMGUyaNAmAHj16KOxajIuLw9zcXJi9qG9+Vp6xKC0tZdOmTYJR8gcffIC/vz9aWlrcuHGDDRs28PjxY7p27crixYuF75Zs6fVtYWpqyqxZs97Ku8LDw7l58+ZbeVedOxvqUF/DJhlv0/ZDFQ3hiE3ddNR2b/tfSUPkhSojzbrwT3DEpq7TLFDfcdbfwRGbqoOp6oK6jtgawine3wF1nTU2RL2QdTbUQV2ndlUNyeuD2NloGP4ZNUtEREREROQfwj/xUC/REZuIiIiIiIjIX4o4syEiIiIiIvI3QpzZEBERERERERGpI+LMhoiIiIiIyN+E/8UZGG8DcWZDRERERERE5C+lTjMb9T3LXoa62+saYnueulsEX79+rXYc1N3qqG4+gPprgk2bNlU7DnXxG6MKdbciN8QI4vnz52rJN8QWYHW3KjbEVkd1wxg8eLDacVB3++3vv/+udhyqer+uKw2RF+q2MepunW2IOID62/z/Dscl1AdxZkNEREREREREpI6INhsiIiIiIiJ/I8SZDRERERERERGROqJWZyM9PR0bGxsWLFggXPv+++9xc3PDwcGB0aNHc+vWLQW5HTt24OLiQosWLfDx8RGuHzlyRPDIaWRkhIGBATo6Ovzyyy9y8q9evcLf359u3bphZmaGi4sLZ8+eBSr8qLi6umJhYYGFhQXu7u7cv39fIQ6vXr3Cz8+Prl27YmJigrOzM2fOnBHuX7hwAQcHB4yMjPjwww8VfBAAbN++HScnJ5o3by7nAyUpKQknJyeMjY0xNjZm6NChJCUl1Vqnw4cPx9DQkDZt2hAUFFTtuqMsDvr6+sycOVO4npGRQbNmzTAwMBB+VX1uVJeG69ev8+GHH2JiYkKbNm2YMGECeXl5KuPg6OiInp6enBOn169fM378eDp06EDTpk1VenvduXMnffv2pWXLlnLlASr8aHTv3p3WrVszcuRIlXF49eoVgYGBdO/eHXNzc1xdXTl37hwA//nPfzA3Nxd+ZmZmtGzZkvj4eDn5gIAAbGxsMDc3p1+/fkKZyszMpEWLFrRp00b4ydx0VyUoKIgePXrQtWtXXF1dOXTokHDv0KFD9O3bl86dOzN58mR+++03pWFARTmwtrZm/vz5QEWdsbOzE342NjZ06tSJwsJCBVk/Pz9sbGywtLTE0dGRAwcOAHDr1i3Gjh1Lp06d6NKlCzNmzFAaB3XLRHX1szJr1qxBX1+fCxcuKMgHBQVha2uLhYUF/fv3F/ISKo5Y7tOnDxYWFjg6OhIdHa1Sj4DgTXXevHlAhefcIUOGYGtri4ODA76+vjx+/FhBztvbm/fffx8nJyecnJwYOXKkcO/Zs2eEhobSt29f+vXrR1hYmNJ3V1ceTp48yYABA+jSpQtubm6cPn26QfUIDVO3qjJp0iRMTU3R19enU6dO7N69u9rnGyo/AwICsLOzo2PHjjg7O3Pw4EGgwm+KqakpVlZWwm/z5s1Kwzh37hwTJkzAzc0NDw8P4uPjSUtLw8vLi8GDBzN48GCCgoJIS0urlS5Eao9anY3PP/8ca2tr4f+EhAQ2bdrEF198wc2bNxkzZgz+/v6UlZXJyRkbGxMcHCw44pHh6enJb7/9Jvw2b95Mu3btsLW1lXuutLQUU1NToqKiyMzMJCwsjGnTppGRkUHr1q3Zt28f6enpPHr0iCFDhuDl5aUQd1kY0dHRZGdnExYWxtSpU8nIyKCgoICJEyfy6aefkpGRgZ2dnZzzrsrpCAkJYcqUKQrXDx48SG5uLtnZ2Xz44YfVem6tTGBgIAYGBmRmZhIXF8fPP//Mjh07VD4vi4Oq8PPy8sjPzyc/P59FixbVOg3Pnz/Hy8uL+/fv8+DBA3R1dRUaq8phLFy4UCEMqPDIuGfPHsFRljJat27NggULFMrD5cuXWbZsGYcPHyYzMxMLCwumTZumNAxZfp44cYL09HQWLVqEl5cXmZmZeHh4kJmZKfzWrVtH27Zt6d69u4L8yZMnSU9PJzQ0lOnTp8t1MtPS0sjKyiIrK0uug10ZPz8/YmNjuXfvHrt372bjxo3cuXOHa9eusX79enbv3k1CQgJt2rQhICBApU6q1i1fX19++eUX4eft7U2vXr1o0aKFgmxAQABxcXGkpKSwb98+1qxZQ0JCAs+fP2fixInExcVx8+ZNdHR0mDNnjoK8umWiuvpZWZeRkZFKy0VpaSkmJiZERkaSlpbGwoULhbzIy8tj1qxZLF++nPT0dJYuXYqPjw/5+fkqdbl06VJsbGyE/62srNi7dy/x8fFcuXKFtm3b8tlnnymVDQkJITY2ltjYWI4fPy5c/+STT2jZsiVRUVGcO3dOoezKUFUeHj9+zJw5c1i8eDH37t0jNDSUwMBAnj592mB6hIapW1VZuHAhjx494vnz54SHh/PZZ58pHVRWTkdD5Ke/vz/Xrl3jwYMH7N27l3Xr1gnevaFikPfw4UMePnzI3LlzFeRv3LjBtm3bCA0N5ezZs2zbtg1TU1NatWrFypUr+fHHH4mKisLZ2ZklS5bUShd/Ff9EF/P1ttmIiopCT0+P9u3bCw1yTk4OlpaWgjt3d3d3li1bRkFBgeAhU3Yd4Pbt2+Tm5qp8x4EDBxg/fryCUrS1teU+nIMHD8bc3Jz4+Hjc3d3R19cHoLy8HA0NDaW9VG1tbUJDQ4X/hwwZgoWFBfHx8RQWFtKpUydhJLNo0SLatWtHcnKynHv0ESNGCOnIyckRruvr6yvEITU1VWU6K5OWlsasWbNo2rQprVu3ZtCgQSQmJqp8vnIcqtNlbeQrp2HQoEFyz/n6+jJw4MBqw7h165ZcGBKJRPigVmeZLisPv/zyi5x8dHQ0I0eOFNyPh4SE0KFDBx49esR7770nF4a2tjYhISFy8Zflp7m5udyzR44cwdPTU65caWtrs3DhQjl5WZmq2tmtjsrOBmXhZ2RkEB8fz9ChQ4X7gYGB9OrVi4yMDIyMjOTCiIqKQldXFzs7O7kPi4zy8nIiIiIE77lV6dSpk1wcGjVqRHp6uqBnGV5eXnKjdRnqlonq6qfMq+mCBQtYunQpn3zyiVJ5ZXmZkJCAiYkJzZs354MPPgBg4MCBNGvWjPT0dAwMDBTCOnHiBHp6etjb2wu6bNWqldwzGhoaSvWsiqtXr/Lbb7+xa9cuoVxX1nllVJWH0tJS9PT0BO+9bm5uNGvWjIyMDNq3by/oQR09QsPUrapUbgNl5Ss1NRUHBwelzzdUfnbs2FHuf1m5fvfdd6uNr4xvvvmGadOmCd+nyuHr6uoCFXWrcePGZGdn1ypMkdpTr5mNoqIivvzyS7kCBNC3b1/KyspISEigrKyM//73v3Tu3FlpI1ATmZmZxMbGMmHChBqfffLkCampqULFATA3N8fIyIjg4GBh+rSmMFJSUujcuTNJSUlyo0ptbW3atWtX66UQGa1bt0ZfX5958+YRHBxcK5mAgAB++OEH/vzzT3Jycjh16pTKj3xt6NixI5aWlsycOVNu1FRXLl++LKfft0F5eTmVnRLL/q6u8yVDViaqfgSysrK4cuUKnp6edZbv3r07Xbt2xc/Pj4KCApWyYWFhdOzYkQEDBmBoaEj//v1VpuXBgwdysrK6VbnjU5WbN29SUFBQbbkICQmhXbt2ODs7Y2RkJDTmlbl27ZpCA14XalsmqtbP8PBwNDU1a12uK+eFra0tVlZW/Pjjj5SVlREdHY1EIqFLly4Kcn/88QdbtmxROqOXm5uLra0tXbt2Zffu3XLLRZX56quvGDBgANOmTRO8Y8rcuH/22Wf079+fiRMnVjuyV1YeZMtcZ8+epaysTHB7Xp0+1dVjZdSpW1AxY6Ojo0OXLl2EpeLaUt/8hIqBX/v27enXrx+Ghoa4ubkJ93r37o2DgwNz585VWF4sKyvj/v37PH/+nLFjxzJixAg2btzIq1evhGcGDRrEgAED2Lx5c61nov8q/okzG/XqbHzxxReMGTMGY2Njueva2toMHDiQjz/+GBsbG7Zu3crnn39er0QdPHgQR0dH2rZtW+1zb968wdvbW7ANkCGbMl+/fr3cFKqqMGbMmMGECRPo0KEDxcXF6OnpyT2jp6dHUVFRndLw+PFjYTmo8pR9dbi4uJCYmEjLli1p164dDg4OCiPS2tCyZUsuXbrEgwcPiI2NpaioSOlyUm24c+cOq1evZtWqVfWSry+DBg3i2LFj3L17l5cvX7JmzRoaNWpU4977N2/e4OPjw7hx4+TKBFTMasjWh2sr36JFC3766ScSEhKIiYmhqKhIzj6mKitXriQxMZGjR48yePBgJBIJ/fv3JyoqiqSkJEpKSvjiiy+UpmXLli2MHj1aoW5V5vjx4wwaNAhtbW2Vz6xdu5aUlBQiIiIYOnSowtksiYmJbNq0SeXyQU3UtkxUrZ9FRUV8/vnnSu2HVMn7+vri6emJlZUVGhoaeHp64uvri4mJCT4+PmzcuFGpLjZv3szYsWMxMTFRuGdiYkJ8fDw3b95k3rx5wmxCZQIDAzlx4gSnTp1i1KhRzJkzh6ysLH777TeuXbtGz549OXPmDJMmTWLu3Lkqz/hQVh40NDQYNWoUgYGBWFlZERgYyKpVq2jWrNlfoseq1Lduydi6dSu///47Fy9eZOTIkbU+M0ed/ARYvXo1ycnJHD9+nCFDhiCRSGjRogXR0dFcv36dU6dOUVRUhL+/v5xcYWEhpaWlxMTEsG3bNvbu3cvDhw/Zu3ev8Mzp06c5ffo08+bNU2g3RNSnzp2NpKQkrl69qnR9/j//+Q/Hjh3jxIkT3Llzh/Xr1+Pr61utIZwqDh06xMcff1ztM1KpFB8fHyQSiVKDPW1tbby8vPD19VW5piuVSvH29kZTU5MNGzYIci9evJB77o8//kBHR6fO6dDW1sbb25sZM2bw5MmTGtMzbNgwRowYwfPnz8nLy+PZs2dKR2Y1oaOjg4ODA02aNMHIyIhNmzZx7tw5hXTVRGpqKu7u7mzYsAFnZ+c6x0MdXF1dCQsLY+LEiXTp0gVzc3N0dXWVfjxkSKVSZs2ahUQiYe3atQr3ZUso1cn7+vqiqanJunXrgApd2tnZ0aRJEwwNDVm3bh0xMTHV6lJDQ4OePXvy+PFj9u/fj7OzM3PnzsXX1xdHR0fMzMzQ0dGR61TI6pYy+yAZJSUlnDp1SljqqA4NDQ169+5NXl4e+/btE66npaUxYcIEli9fzvvvv19jOFWpbZlQVj9Xr16Np6dnjYMImXzVvLx48SLLli0jPDycvLw8IiIimDNnDnfu3JGTTUxM5MqVKzXaIejr6zNq1Ch8fHwUDLGtra3R1tZGIpHw0Ucf0b17d2JjY2natCkmJiaMGDECTU1NBg0aROvWrUlISFD5nqrl4fLly6xevZojR46QkpLCDz/8QEhICPfu3WtwPSqjPnVLWZqcnZ3Jzs6u1q6scjrqm59V39urVy/y8vL47rvv0NbWpnv37jRp0gQDAwNWrlzJxYsX+eOPPwQZWWdozJgxtGrVCn19fTw9Pbl69apc2O+88w4jRoxg+fLlah8QV18aNWpE48aN38qvJh49esT06dMZM2YMUDEJ4O3tzeTJkykuLqa4uJgpU6bg7e0tGKKros6djRs3bpCTk8OAAQNwdnZmz549nDlzhlGjRnH//n369+9Pu3btaNy4MS4uLhgYGCjsJqmJq1evkpeXV22DWl5ejr+/P0+ePOG7775DU1NT6XNSqZSXL18qtWcoLy/Hz8+P/Px89u/fL4TRuXNn7t69KzxXXFwsWLTXB6lUyp9//lmjTUVhYSFZWVnMnj0bLS0tWrZsyZQpUzh16lS93lsZ2exS5anTmsjIyGDo0KEsWrSoVstZfwUzZ84ULMbd3d0pLS1VOcVaXl5OYGAg+fn57N27V6FMXL9+ncePHzN8+HCV8gEBAeTn57Nv3z6VZaouM3WlpaWCPcCUKVO4ePEit2/fZsiQIZSWlsotY1y/fp2cnBz69++Pk5MT3377LWfOnJGzqzhz5gz6+vr07t27TnFIT08HKpaRPDw8mDt3Lh4eHrUOQ0Zty4Sq+nnx4kV27txJhw4d6NChAzk5OUydOpUtW7YoyAcFBZGfn8+ePXsE+Tt37tCnTx/s7Oxo3Lgx9vb2ODg4KOx0un79OtnZ2bi4uNC7d292797NqVOnlOZ9aWkpBQUFNc5cNmrUiPLycqysrEdNKqMAACAASURBVOo9BS0rD/fu3aN3797Y2NjQuHFjunfvjp2dHZcvX1bQgzp6rI661K2a0lSTTZq6+amMsrIypbY2yto6PT09DA0Na5VvUqmUkpKSao2O///Ce++9xzfffCP8f/z4cXbt2sXYsWM5duwYx44dY8yYMezatYvIyMhqw6pzZ2Ps2LGcOXOG48ePc/z4cTw9PenXrx+7d+/G2tqaCxcukJWVRXl5ObGxsaSnpytMSZWWllJSUoJUKqWsrIySkhK5UcWBAwdwd3cXjHaUMW/ePJKTkzl8+LDckdUxMTGCzciLFy8IDQ1FX19f6dr03LlzefDgAUeOHJEL46OPPiIpKYmIiAhKSkpYu3YtXbt2VZmOsrIyuXT89NNPxMfHC3EIDg4WtolVR6tWrWjXrh07d+6ktLSU58+f8/3331e7DKRKlzdu3CA5ORmpVEpBQQHz58+nb9++Ckchq0pDTk4OQ4YMwcfHR+V6dk1hQMW2N9lx3K9fv6akpEShw1NZXlbRZdcSExMpLy8nKyuLwMBAZs2apdIgbP78+SQnJ3PgwAGlx5gfPnyYYcOGqSxXn3zyCcnJyRw8eFBO/ubNmzx8+BCpVEphYSELFy7E2dlZYant6dOnREZGUlxcTFlZGRcvXiQyMhJHR0dKSkp48OAB5eXl5OTkCLtlKueHp6cnZ8+eJTw8nPDwcMaNG4erq6tcZQ8PD8fd3V1lo5mfn094eLgQh5iYGI4fP46zszN5eXmMGTOGadOmKZ2ZVJYf9S0TqupnZGQkV69e5dKlS1y6dAljY2O2bNkit2UaVOelnZ0d165dE0a+v/76K9euXZMzWgQYN24cMTExnDx5kpMnTzJ+/Hj69+/Pnj17OH36NI8ePRLqxqpVq+jatatg1A0VM5lXrlzh1atXlJaWEh0dze3bt+nTpw/9+/fnxYsXnDhxgrKyMs6dO8eTJ08UlkqrKw/du3fnxo0bwkzG3bt3uXHjhsKARl09NlTdkvHkyRMOHz5MUVGRYGty+PBhwdBVFerm59OnT4mIiBB0eeHCBcLDw3FycuL27dukpKQI9XPx4sX06dNHoX4OHTqUo0eP8uzZM168eMEPP/yAo6Oj0FaWlZVRXFzMV199ha6ubrVLrX81b8tmIz8/nx49egi/f//73zXGC8DCwoLs7Gyys7Np06YNUPPx9HXejfLOO+/IFZZmzZqhpaVFixYtGDFiBFlZWUyePJnff/+d1q1bs2zZMgXr5rVr18qtNR4+fJhFixYRFhZGSUkJx48fZ//+/SrjkJmZyZ49e9DS0pLrRGzevBmJREJwcDC5ubk0bdoUe3t7jh49quDLIzMzk2+//RYtLS2srKyE61u2bMHT05Pvv/+e+fPn4+3tTY8ePdizZ49CPNasWcPKlSuF/w8dOkRYWJiwpz8nJ4d33nkHBwcHIiMja+VP5MiRI8yfP58NGzagoaFBv379hOUdZaxZs0Zu3fzQoUOEhobSoUMHlixZQn5+Prq6uri5ucmtT9aUhkaNGpGWlsaqVavkwldmZLp69WqlYSxevBhra2tht9JHH30EVJyFUnn6d926dUrLw+zZs/Hy8iItLQ0dHR0mTpzI4sWLleohKyuLvXv3oqWlJTc627hxIx4eHpSUlBAeHq5UB1XlKzf4mzZtonHjxixfvpynT5+iq6uLq6sru3btUgijUaNG7N+/n7CwMKRSKaampixZsoSBAwfy+++/ExgYSEZGBjo6Onh4eCjsIFBWt2Rr0oBgK1DdtrxGjRqxd+9egoODkUqlmJmZsXz5cgYPHsyGDRvIyMhg48aNbNy4UZB59OiRXBjqlonq6ufYsWPlnm3cuDH6+vro6OgIHdSsrCz27duHlpaW3Ednw4YNeHh4EBwcjJeXF0+ePKFVq1bMmTNH4WNXVZfa2trCbOHjx49ZtWoVBQUFaGtr07t3b7Zv3y4nX1payrZt20hPT6dx48a0bduWTZs2CeV28+bNrFmzhjVr1gj3qn6oqysPAHPmzGHWrFk8ffqUFi1a4OfnR9++fdXWY2Uaom5VTdPOnTuZPXs2UqkUCwsLNm3aVK1dWUPkZ6NGjfjuu+9YuHChUK6XLVvGoEGDCA8PZ82aNUL9dHFxYdu2bQrxmDZtGr///jvjxo1DIpEwYMAApkyZQmxsLJs3byY/Px8tLS06derEpk2bGsR3098dAwMDwfC5LmRmZmJmZgZAdnY2tra2NfrTaVReh3n1qpbzdUUWufryd3DEpmpqvS6o66CoIfSgriVyQ1gyv3nzRu0w1HWM1xDpqLw2XB/+KY7YKlv214eGKNfqOlITHbFVoMpQtS40hM2DumVKtnyoDo6OjmqHURfatGlTqx2UDcGBAweq7WwUFBQQFhbG2bNnmTFjBhYWFly6dImXL1+ydetWoOL8k6ZNm+Ls7FytnaXoG0VEREREREREgZYtWyoY/1a11VI2668MsbMhIiIiIiLyN0J0xCYiIiIiIiIiUkfEmQ0REREREZG/Cf+L0z3fBuLMhoiIiIiIiMhfijizISIiIiIi8jfinzizUafORn2O666MuttOq7qqrw/qbjOszVkZNaHudi51t1oCcgcY1Yfq/HLUliZN1O/rVvX5UVcaolKrux+/ts6vqkNdXT5//lztONTlqGtlNMTW19p6AFVFfZxGVuXx48dqyavbPoD65aEhtr5WPVSrPuTl5aklX9Uhm8j/DnEZRUREREREROQvRVxGERERERER+RvxT1xGEWc2RERERERERP5S6tXZCAgIwN7enk6dOuHi4sLBgweFey9fviQ0NBRra2s6d+7M6NGjFeS3b9+Ok5MT+vr6zJw5U+k7Vq5cSbNmzTh//rzCvVevXhEYGEj37t0xNzfH1dWVc+fOARVu7s3NzYWfmZkZLVu2JD4+XiEcPz8/bGxssLS0xNHRUXCRe+vWLcaOHUunTp3o0qULM2bM4LffflOIg7+/P926dcPMzAwXFxfOnj0LVPj+cHV1xcLCAgsLC9zd3bl//77SdM6ePRtra2vat29Pnz595HzC/Pzzzzg5OdG2bVtGjhxJVlaW0jCg4ljeLl26KD3mNiQkBEtLS6VH97569YqgoCBsbW2xsLCgf//+gi6hwvFXnz59sLCwwNHRkejoaIUwZPnZvHlzOQdd169f58MPP8TExIQ2bdowYcIEpWuw6soDbNu2jT59+qCrq6vgjOr8+fNYW1ujr6/PwIEDlXqKVEZ6ejrDhw/H0NCQNm3aEBQUVK1dwY4dO3B2dubdd99VKNd//vknc+bMwdzcHGNjY8E/RlV8fHxwcnKib9++9O3bV6g/5eXlfPvttwwbNgxXV1dCQ0Or9VIq81IsKw9Xr15lyJAh2Nra4uDggK+vb422Benp6djY2LBgwQLh2vfff4+bmxsODg6MHj2aW7duKci9evUKPz8/unbtiomJCc7Ozpw5cwaoOF5+0qRJdOvWDT09PS5duqT03erUTVkcAgICsLGxwdzcnH79+gn1MzMzkxYtWtCmTRvhJ3PdXps0AFy4cAEHBweMjIz48MMPBf8/1emyW7duzJ8/X7hWWFjIvHnzcHBwoEePHgq+ckB1+/D69WumT59Ojx49MDIyIjY2Vul7G6qtrMykSZMwNTUVnEvu3r272udV6aMudQsgKCiIHj160LVrV1xdXTl06JBw79ChQ/Tt25fOnTszefJkhTLh4eEh93N3d2fnzp3C/ZKSErZt28aECRPw9PRk4cKFdU5TQ/K2HLG9TerV2fD39+fq1avcv3+fPXv2sH79en799VcAgoODef78ORcuXODu3btKnUYZGxsTEhLC5MmTlYb/6NEjwsPDad26tdL7paWlmJqacuLECdLT0wUPmpmZmXh4eJCZmSn81q1bR9u2bRU8MkJFpykuLo6UlBT27dvHmjVrSEhI4Pnz50ycOJG4uDhu3ryJjo4Oc+bMURqHqKgoMjMzCQsLY9q0aWRkZNC6dWv27dtHeno6jx49YsiQIXh5eSlNS2BgIDdv3iQ1NZXvvvtOiENBQQFeXl6EhIRw//59bG1tVXbMAJYsWaLUO+zNmzerbQhLS0sxMTEhMjKStLQ0Fi5cyPTp08nMzCQvL49Zs2axfPly0tPTWbp0KT4+Pgqul2X5WdWT6PPnz/Hy8uL+/fs8ePAAXV1dfHx8FOKgrjxUGCcuXLhQIYynT5/i6enJ0qVLefz4Mfb29kycOFGlPioTGBiIgYEBmZmZxMXF8fPPPysc3assHcrKtb+/P8+ePePWrVtkZ2ezdu1aleEsWLCAn3/+mZ9//pn//ve/AERFRREdHc3u3buJjo7m1atX1TroW7p0qVx5sLKyYu/evcTHx3PlyhXatm3LZ599Vm36P//8c6ytrYX/ExIS2LRpE1988QU3b95kzJgx+Pv7Kxhuy+pGdHQ02dnZhIWFMXXqVKGT9/7777Nr1y6MjIxUvludulk5DidPniQ9PZ3Q0FChXMtIS0sjKyuLrKwsuQ5VTWkoKChg4sSJfPrpp2RkZGBnZ8fUqVOr1eWyZcvkdAkVHapWrVpx4cIFrl69yvTp0xXkVLUPAL169WLr1q0YGhqqfG9DtZWVWbhwIY8ePeL58+eEh4fz2WefKe10Vkdd6xZU6Cs2NpZ79+6xe/duNm7cyJ07d7h27Rrr169n9+7dJCQk0KZNGwICAuRk//Of/wi/77//HolEgpOTk3B/69atFBUVsX37dg4ePKgwYBFRn3rZbFT2QCjrIWVkZKCtrc3Zs2eJi4sT3Hgr+wCOGDECgNu3b5Obm6twf+7cuSxfvlxpIwIVOyFCQkKE/wcNGoSFhQXx8fGYm5vLPXvkyBE8PT2V9uIqu3yXpSM9PV3Bg6GXlxcjR45UiMOiRYuE/wcPHoy5uTnx8fG4u7sLuz3Ky8vR0NAgLS1NaVpUxSEhIYGOHTsyfPhwoMJFc5cuXXj48KFCJ+zkyZPo6elhaWkpN2ovLS1l2bJlrF+/nmHDhil9vypdJiQkYGJiQvPmzfnggw8AGDhwIM2aNSM9PV3Oa2vl/MzJyZELqzK+vr5KR/TqylcXRnh4OF26dBFmCBYvXoyJiQn379+X070y0tLSmDVrFk2bNqV169YMGjSo2p0jsnJTNQ7JyclER0eTnJwsWOjb2dlV++6qXLp0CXd3dyHvJ0+ezOzZs1m4cKHCDqkTJ06gp6eHvb29UB5atWol94yGhka1MzxRUVHo6enRvn174QOdk5ODpaUl3bp1E9K7bNkyCgoK5D542trahIaGCv8PGTJEqJ8WFhb4+fkJcVCFOnVTFofKo9NBgwYJ9dPW1lble2uThsLCQjp16iS8d9GiRbRr147k5GQ6dOigEJasftrZ2Qm6vHz5Mo8fP2b//v2CHip7K65JD927dxc63tXpsaHayspU9twqi1NqaioODg7VylWmrnULkNOtLI4ZGRnEx8czdOhQ4X5gYCC9evVSWb5jY2Np3ry5kI7s7GyuX7/O3r17hV04lpaWtU7LX4Fos1GJ0NBQLC0t6devH4aGhgwYMIBffvkFU1NTNm7ciLW1NW5ubkRFRdUp3GPHjiGRSBg8eHCtZZ48eUJqaqrCxyMrK4srV67g6empUjYkJIR27drh7OyMkZGR8GGtzLVr1+Q6WNXFobJ7cnNzc4yMjAgODq7Wi19ISAht27bFyclJiMODBw/kKrW2tjYWFhYKnnf/+OMPtmzZItfxkbFnzx569epV40dVWTo6deqEra0tVlZW/Pjjj5SVlREdHY1EIlHaKNaGy5cvy+nnbcgnJibKjSi1tbV57733SEpKqlE2ICCAH374gT///JOcnBxOnTqlsrNTHXFxcbRp04YVK1Zgbm5Oz549CQ8PV/n81q1b+eCDD5g+fbowYiwvL6eqg+bXr18rzFpVVx5yc3OxtbWla9eu7N69W27JqjJFRUV8+eWXch8pgL59+1JWVkZCQgJlZWX897//pXPnzjVuF33y5AkpKSl1zruGqpuyOFRtI7p3707Xrl3x8/OjoKCg1mlISkpSKFPt2rVTWqZkuqw6LR8fH0+7du0ICQmhV69ejBo1ihs3bih9t7L2ob6o01ZWxs/PDx0dHbp06YKxsTFDhw6tUzzqW7fCwsLo2LEjAwYMwNDQkP79+yvUDdnfqryUnz9/ngEDBggf9OTkZAwNDTlw4AATJkzA399f5bKUSP2pd2dj1apVPHjwgGPHjjFkyBAkEgl5eXnCdPetW7dYsWIFc+fO5eHDh7UKs6ioiCVLliisn1bHmzdv8PHxYdy4cQqjiiNHjgj2BqpYu3YtKSkpREREMHToUIVzGxITE9m0aVO1U85v3rzB29ub8ePHy8VBNj25fv16pTM8leOQmppKZGSkEIfi4mJhdkiGnp6ewjr9li1b8PDwUDjjIDc3l0OHDqmcHVKVDl9fXzw9PbGyskJDQwNPT098fX0xMTHBx8eHjRs31uuMjTt37rB69WpWrVpVZ1l15IuLixVcdjdv3rxWZ5W4uLiQmJhIy5YtadeuHQ4ODgoj69qQm5tLYmIizZs3JyUlhU2bNjFz5kyldjwBAQGEh4cTHR3NyJEjmTdvHtnZ2Tg6OhIREUFubi5FRUXs27cPUDw3ZvPmzYwdO1bpmRcmJibEx8dz8+ZN5s2bR/v27ZXG94svvmDMmDEYGxvLXdfW1mbgwIF8/PHH2NjYsHXrVj7//PNqR2Fv3rxhxowZTJgwQemovzoaom7K4lC5jWjRogU//fQTCQkJxMTEUFRUVO0SZdU0FBcXK5whoaxuQkX9VKbLx48fc/nyZXr37k1sbCxeXl7MmjVL6bkQytqH+qBuW1mZrVu38vvvv3Px4kVGjhxZ57Nm6lu3Vq5cSWJiIkePHmXw4MFIJBL69+9PVFQUSUlJlJSU8MUXX9CoUSNevnypIP/kyRPu3r3LgAEDhGtPnz4VZub37duHj48PW7ZsqdZG7q/kbdlr/H/CZkOGhoYGvXr1Ii8vj++++46mTZuiqalJUFAQEomEPn364OjoyMWLF2sV3ooVKxg/frzcFH11SKVSZs2ahUQiUboGLpsWrE06evfuTV5entCIQ8VU34QJE1i+fDnvv/++yjj4+PggkUiUdpK0tbXx8vLC19dXwdZBVRz27t2Ltra2QuP1xx9/yB2slpiYSGxsLNOmTVMIb+XKlQQEBCh0WFShTJcXL15k2bJlhIeHk5eXR0REBHPmzOHOnTu1ClNGamoq7u7ubNiwAWdn5zrJqiuvra3Nixcv5K69ePGiRr1IpVKGDRvGiBEjeP78OXl5eTx79kzpjEFNyOpFSEgIEokEFxcX+vbty08//aTwbLdu3dDW1kYikTBs2DBsbGyIjY1l+PDhDBw4UOgM9ujRA0Bu+SIxMZErV64oLQ+V0dfXZ9SoUfj4+CgY5SUlJXH16lUF2xeoWPc+duwYJ06c4M6dO6xfvx5fX1+lBppQoUNvb280NTWrtS+pDnXqpiwOvr6+aGpqsm7dOqDicEI7OzuaNGmCoaEh69atIyYmRqGcqEqDsjJVtW7C/+WHMnuOpk2bYmZmhoeHB5qamgwbNgxjY2Nu375dox727t2rMr3V6aEh2sqqcXJ2diY7O7tGe4uqcVGnbmloaNCzZ09hGcrZ2Zm5c+fi6+uLo6MjZmZm6OjoKHTwAGJiYujcubPcUrREIqFJkyZ4enqiqamJtbU11tbW/PLLL7VOk0jNNMg5G6WlpWRkZNRrirkyMTEx5Obm8u9//xuo6HFOmjSJefPmKVhql5eXExgYSH5+PocPH0ZTU1Pu/vXr13n8+LFg81DbdMh2bGRlZeHh4cHcuXPx8PBQ+nx5eTn+/v48efKE//znPwpxkCGVSnn58iW5ubk1TjnL4tCxY0d++OEH4XpxcTEZGRlyU8bXr18nJyeHvn37AhU7HsrKyhg+fDhZWVncvHlTrmHx8PBg8eLFCjopLy8nKChIQZd37tyhT58+gn2Bvb09Dg4OXLx4sdoGvjIZGRkMHTqURYsWMWHChFrJNKR8ly5d5Hb4FBcX8+jRoxqn9AsLC8nKymL27NloaWmhpaXFlClTWLJkCWvWrKlTHGQ2DvWhUaNGlJeX07hxY3x8fIR1+mvXrmFoaCjX2bh+/TrZ2dm4uLgA/1ceUlJSiIyMlAu3tLSUgoICioqK5E6TvXHjBjk5OcLITxZGamoqtra29O/fn3bt2gEVo1MDAwN++eUXhWXP8vJy/Pz8yM/P5+jRoyrrRm2pa92UxSEgIID8/HyOHDmiMg6qRniq0tC5c2e5HXjFxcXC7p/KyHTp6uoKyOfHxx9/rHSnXU1U1kNt+SvayqpxSk1NrfXzDVW3ZN8dgClTpggd5EePHvHVV1/RsWNHBbuN8+fPM2bMGLlrsvL8d0Ld07b/jtQ5RU+fPiUiIoLi4mLKysq4cOECERERODk50bt3b0xMTPj6668pLS0lLi6Oq1evCpVNRmlpKSUlJUilUsrKyigpKaG0tJTo6Gji4uK4du0a165dw9jYmK+++krpDoT58+eTnJzMgQMHeOeddxTuHz58mGHDhqkcwebn5xMeHi6kIyYmhuPHj+Ps7ExeXh5jxoxh2rRpSkd4MubNm0dycjKHDx+Wi0NMTIywrv3ixQtCQ0PR19dXWFvOz8/n+PHjSuMwdOhQ7t+/z8mTJykpKWHTpk107twZKysrQX7cuHGcP3+eEydOcOLECf4f9s49LsfzD/zvapUVag6F0hNDRYly7KQwxkZMiW2YRFFqGVFtY3OYSDkMMzbn49CBnLLRLCHHoVQOnRRizpTq6feH33N/e3qeJ9XT9t3v+7vfr9f9ej3Pfd+f6/5cx/u6r+tzXZ/Ro0fj6urK+vXrOXr0KPv37xeuAfz4449KO4Sq0rJr166cOnVKGMn4888/OXXqlJwtCfwnP8vLy+Xy8/bt2wwaNAhfX1+V9gH1IV9dGO7u7ly9epWYmBiKi4uZP38+NjY2b7RjadasGW3atGHNmjWUlZXx6NEjNm/eXO10mCodnJycaN26NZGRkZSVlZGSksKJEycU5t6fPn1KSkoKJSUllJWVcfDgQS5cuECvXr14/Pgx+fn5VFRUcPPmTaKjo5kwYYJcozRq1CiOHTvG/v372b9/P6NHj8bNzY3169dz+PBhbt68iVQq5cGDByxYsIBOnTopbFs/cuRIjhw5QkxMDDExMXh5edGnTx/WrVuHjY0Nx48fJy8vj4qKCpKTk8nOzlY6PRIcHExGRgY7d+5UqJ8lJSXC9M+rV68oLi6Wm3Ovj7oJ8MUXX5CZmcm2bdvkdDh79ixZWVlIpVL++usvZs2ahZOTk8LUiKo4DBkyhPT0dOLi4iguLiYiIoJOnToppIOXlxdHjx4lLi6OuLg4Ro0ahaurKz///DPvvfceT548Ye/evZSXl3Po0CHu3r2LnZ2dXDqoah+qpmNpaalCOspQt62szL1799ixYwfPnj2jvLycw4cPs2PHDtzc3N4oK6Mudev+/fvEx8cLaZGUlER8fDwODg4UFxeTkZFBRUUFt2/fFlbcVJ0+TU9P58GDB3KrUOC1wWvz5s355ZdfKC8vJy0tjStXrtTaiFukejQqlJVOFdy+fZsHDx4wadIk0tPTkUqlmJiY4O3tzSeffAK8NsqZMWMG6enpmJqaEhISwqBBgwBo0qQJ8Hq6pOrce1hYGF9++aXcOUtLS1atWiV8Zcnm4PLy8ujSpQu6urpyPgCWLFmCp6cnxcXFWFlZsWHDBvr06SMXZmlpKfC68Pr4+JCWloZUKsXU1BQfHx8+/fRTIiMjiYyMVPAPcPPmTcHyPzc3l86dOyvoEB0djY6ODvPnz6egoIAGDRpgZ2fH7NmzhS9cme8DmQ5Xr16V02HMmDHA62mMsLAw8vPzsbOzY9myZZiZmam0N1i2bBk5OTlERUUpXGvXrh1Hjx4VpqhkL5m8vDy6du2qEI/IyEg8PT1Zt24da9as4d69ezRr1gxvb2/8/f3l7DbmzZvH/Pnz5Z4XHh6OhoYG8+bNU7DxuH//vtx/deRlL9u5c+cyb948ufu+/PJLvvrqK3799Vc+//xzcnNz6dGjB2vXrhXSobp5y4sXLzJ9+nT+/PNPtLS06NOnD8uXL1dYaigrU/Pnz1darsPDw0lLS8Pf358rV65gZmbG7NmzhS9JmRX+w4cPCQoKIicnB01NTczNzfHz86Nnz57k5OQwbdo07t69yzvvvMOoUaOEOgf/qVuVqVweNm7cyM8//8yDBw/Q19enZ8+ezJw5ExMTE7k4VGXFihWC3VFFRQUrVqwgJiaGx48f06JFC3x9fYW5dpmdSG5uLtbW1gplaunSpXh5eWFtba1g2Hr58mVh1K+udRP+4ysnLy8PW1tbBR2ioqLQ1NRk7ty53L9/n0aNGuHq6sqcOXMwNjYW7n1THI4dO8b06dPJy8ujW7durF69WrB3ULV/yfLly8nNzRWmY1JTU/nmm2/Iz8+nbdu2hIaG0r17d+El+ab2oVu3bgp2BampqZiZmQk617WtVOU7qaioiJEjR3Lp0iWkUikSiYSAgAClHwPV+bKqad2S7avz4MEDJk+eLPfeGT9+PKNHj+bx48eMHDmSnJwcGjZsiKenJ9OnT0dLS0vYkgHg+++/p6SkROl+Jjk5OaxYsYLs7GyMjIwYM2YMvXv3BlC5ku/vQiKRyK2E+jtZu3YtZ8+e/UeeVevOhjooaxBrgzKDn9qiqlGtKaIjttfUhyO2+kDd4cb6MJJSt0zVhyM2deuWunEA9R2xvXjxQm0d1HXMVx/OAdV1xFb1i7wuqBsPddsHqB/Hmeo6Yqvc2agrYmejfhB9o4iIiIiIiPyLEPfZEBERERERERGpJeLIhoiIiIiIyL+E/8YeGP8E4siGiIiIiIiIyN+KOLIhIiIiIiLyL0Lc1WDI4gAAIABJREFUZ0NEREREREREpJbUamTj+fPnaj2s6na+taXq1sp1Qd2lcfWBur1WdXdjBJRu/lMb3uS4qiZU3SuhLqibnxcvXlRbB3Wcy4Fyz8i1Rd1l4fWxnFrdMOpjyae6yy3rY3m9uvGoj/r96tUrteTrY9lqdd5oa0pVD9e1ZefOnWrr8E8vff1fRZxGERERERER+RchGoiKiIiIiIiIiNQScWRDRERERETkX4Q4siEiIiIiIiIiUkvU6mxkZ2djY2PD9OnTAfjhhx/o2rWrcHTu3BlLS0v++usvObmSkhICAgKwtrbG1NQUZ2dnEhMTAbh27Rqurq5IJBIkEgnu7u5cu3ZN4dlTpkzBxsaGd999l969ewtuxF+9esWECRPo1q0bxsbGJCcnK9W9pKSEqVOn0rlzZ8zMzOjTp4+gA7z20zB9+nTatWuHRCLhgw8+qHEcKrNw4UIMDQ05fvy4Uh2CgoLo2rUr5ubmuLm5cfToUeH65s2b6d69OxKJhJEjRyr1uRAUFES3bt3o1KkTrq6ubN++Xbi2fft2XFxcsLKyYuzYsdy9e/dv0WHq1KnY2dlhaWmJs7OznPvtly9fEhYWho2NDVZWVowYMUKpDurkBbwue87OzjRp0kTBS/CePXuws7OjRYsW2NvbC15wlXH06FE++eQT+vfvLzicKiwsxMnJiffee084NmzYoDQegYGB2NraYmZmhqurq5CWv/zyC2ZmZsJhampK06ZN32igmp6ezsCBA2nevDlWVlbExcVVe399lMvAwEDs7e2xsrLCxcVFKFMxMTFYWFgIR/v27WndurVS/xNTp06la9euWFhY4OTkJJSJvLw8TExMaN++vXBER0cryKvKz507d2JsbCwczZs3p2HDhly4cEEhHfz9/bG2tsbExAQnJychHVJTU3F3d0cikdC2bVvGjh2rtFyr28ZUFwbA77//jqOjI+bm5gwfPlzBqVp91AsAf39/OnfuTLt27XBwcGDr1q0AnDt3jpEjR2JpaUnHjh3x8fFR2kZUJTs7m6FDh2JkZETr1q0JCgqqtfH+mDFjMDExwdDQEEtLS9atW1cr+ZrUi1WrVrFs2TJCQ0MVDEWzsrJYvHgx4eHh/PDDDzx8+FC4dunSJVauXClc+6eRber1Txz/JGpNo3z77bfY2NgI//38/PDz8xP+r1ixgtTUVAUnUWVlZZiYmJCQkEDr1q05cuQI48ePJzk5mRYtWrBx40bMzMyQSqWsXbsWb29vTp48KRdGYGAg0dHR6OrqkpWVxfDhw4UXWo8ePZg0aRI+Pj4qdZfpsH//fkxNTUlMTGTChAn88ccfmJmZERwcTFlZGadOneKdd94R3KzXJA4y74+3bt0iPj5epUW1LIy4uDhMTU05evQoPj4+/P777+Tl5bFgwQJiYmJo27Yt4eHhTJo0ifj4eLkw/P39WbRoEbq6uly/fp1Ro0ZhbW3N8+fPWbx4MTt27MDc3JxvvvmGqVOnsmvXrnrXISAggMjISEEHT09PrK2t6dy5MyEhIZSXl3P8+HEMDQ25evVqvecFQMuWLQkJCeHo0aOC222AgoICfHx82LlzJ++99x6HDx9mzJgxXL16VcHDZGpqKqtXr+abb76hY8eOwoobWUN68ODBah1cyeKxb98+IR7e3t788ccfeHp64unpKdy7bds2lixZgq2tbbXheXh4MHHiRA4cOMDvv//ORx99xOnTp5W6da+sgzrl0t/fn8WLFwv5OXLkSDp16sTw4cMZPny4cN+uXbtYtmyZXBsgo2qZ8PDwwNramnfeeQd4/bKoLi1V5aeXlxdeXl7C/y1bthAREUGXLl0U0sHU1FQuHT777DNOnjzJo0eP+Oyzz+jXrx9vvfUWM2bMYMqUKezdu1cuDHXbmOrCMDU1xdvbm6ioKAYMGEBERASTJk3i4MGDcnFQt17A645fVFSUoMNHH32EtbU1jx494tNPP8XNzQ0tLS3CwsL4/PPP5T5YVMWpefPm5Obm8ujRIwYNGsQPP/xAQEBAtXKVmTVrFuvWrUNXV5dr167Rt29funbtir29/Rtla1ovWrVqRb9+/cjMzJRzNPj8+XM2b96Mh4cHVlZWHD58mK1btwr66+np4eTkxL1797hx40aN4yRSPXXubCQkJNCoUSO6du1KTk6OwvWKigri4uLw9/dXuKavr09oaKjw//3338fMzIyLFy/i7u4ueBysqKhAS0uLW7duKYRhaWkp/Jb10rKzs7G1tRW+hKpbeqWvr8+sWbOE/wMHDhR0KCkp4eDBg1y5coXGjRsDKDRm1cVB1qjPmDGDOXPmKHVpLAsjJCRE+D9gwAAkEgmXLl3i7NmzDBkyRIjnF198gY2NDbdu3cLY2FiQqVy5ZD3VnJwcLl68yODBg4XrgYGB9OjRg5ycHEE/dXSo7OHTwsJCTgcNDQ1ycnLQ19cnMTGR1NRUGjVqBChf5qluXgCCm/Pz589TUFAgnL99+zYGBgYMGDAAeJ1Penp63Lp1S6Gz8dNPPzF+/Hisra0BBJfnNfU8qa+vz8yZM+XiIZFIuHjxImZmZnL37ty5Ey8vr2q/LjIyMigsLCQoKAgNDQ3c3Nzo3bs327ZtY86cOSp1ULdcqsrPqnm3e/duPDw8lMahchiycLKzs4XOxptQlZ9V2bp1K6NHj1bQQVk6yPJCFraMiRMnKh0VULeNqS6MS5cuYWFhwdChQwGYPn06HTt2JCsri44dOwpxULdeVKdD1XTw9vaW60yq4tatW0yePJkGDRrQokULBg4cWGvPxZ06dVLQ6caNGzXqbNS0XgwbNoycnBzy8/N5/PixcP7y5csYGxsL5XnAgAHMmTOHe/fuYWRkRPv27QE4ffp0reJUn4g2G/+XZ8+esXz5crmKUJWzZ8/y4MEDoZGvDlkPsvJ+BWZmZhgbGxMSEsK0adOUys2cORNzc3McHR0xNjamf//+tY9MFR0sLS05d+4crVu3ZuHChbRr1w5HR0eFr/k3xSE2NhZtbe0axV+ZDlX3wZD9VzalFB4ejoWFBX379sXIyAg3NzcqKirkwpD9zsjI+Ft0CAsLo127dvTp0wcjIyP69u3LhQsXMDExYcmSJdjY2NCvXz8SEhJqlQ51yYvK2NnZYWFhQUJCAuXl5ezbtw9dXV2hQyGjvLyca9eu8fDhQ7y8vBg+fDhRUVGUlJQI93h4eDB8+HAWLFjAo0ePahWPyuTl5XHy5Em5L3RlKNsLpaKiQuno0Jt0qG25DAsLo3379ri6ugr5WZn8/HxOnz6tdFpMRmhoKO+++65QJvr16ydc69mzJ/b29gQHBytMs9aU3NxckpOT+fjjj994771797h+/brSPVFOnjypkEcy6qONURZGRkaG3AtXX18fiURSbf1Up17MnDmTNm3a4OTkpDIep06dUugkKkM2QvrixQtu377NoUOHatXOyfD396dhw4Z07NiRli1bMnjw4BrJqVsv7t69S8uWLYX/Ojo6NG3atEZTSCJ1p06djaVLlzJixAi5DKtKTEwMAwcORF9fv9qwSktLmThxIqNHj5b7Ss/NzSU3N5fFixer3PQoIiKCGzduEB8fz+DBg+u8wVNpaSm+vr6MGjWKDh06UFBQQHp6Oo0bNyYtLY1Fixbh7++vsiGoGodnz57x7bff8t1339VKh8mTJ+Pl5UX79u3p378/cXFxXL16lZcvXxIZGYmGhobSTYfmz59PWloau3fv5v3330dHRwc3NzcSEhJIT0+nuLiYZcuWqZSvDx0WLFhARkYGe/fuZdCgQejo6FBYWEhGRgaNGjXi3LlzzJs3j+DgYLKysqrVQZ28qIqWlhYff/wx3t7eNGnSBG9vb5YvX65QLh8+fEhZWRnHjx9n5cqVrF+/nqysLDZs2ICBgQHr1q1j9+7d/PTTT7x48YJvv/222udWjUdldu7cSe/eveVGmJRhYWFB8+bNWbJkCaWlpSQmJnLixAlevHhRo7irUy4XLFjAtWvX2LNnj1CmKrN792569OihMGJTme+++47MzExiYmKEMtGkSRMOHDjA6dOnOXToEM+ePavV8Htltm3bhoODA+bm5tXeV1paio+Pj0IbA3DlyhUiIiKYO3euUtn6aGOUhfH8+XNhtE9G48aNefbsmco4qFMvIiIiuH79OnFxcUrjkZaWRlRUFF9//fUb4+Ps7ExaWhpNmzalTZs22NvbK4yS1ISVK1fy+PFjkpKSGD58OLq6ujWSU7devHr1igYNGsida9CggdyHxX8bTU3Nf+T4R+NUW4H09HRSUlL47LPPVN5TXFzMoUOHGDZsWLVhSaVSfH190dHRYfHixQrX9fX18fb2xs/Pj6KiIqVhaGlp0bNnTwoLC5Ua7b0JqVSKn58f2traLFq0CHhd8LS1tZk+fTo6Ojo4Ojri5OTEsWPHahSH7777Di8vrzc2gpXDmDJlCtra2ixcuBAAFxcXQkJCGD9+PHZ2drRu3ZqGDRuq7OBpaWnRvXt37ty5w5YtW3ByciI4OBg/Pz8cHBwwNTWtVr6+dOjRoweFhYVs2rRJSMegoCB0dHTo3bs3Dg4OJCUlqdRBnbxQxrFjx/jqq684ePAgDx8+5NChQ/j7+ysYNcoaXw8PD5o1a4ahoSFeXl6cOnUKPT09LC0teeutt2jSpAnBwcGcOXNG5Y66UqmUyZMno6OjQ0REhMJ12RTKm9DW1mb37t0cOnQIMzMzli5dioeHB6ampm+UrY9yKcvPO3fusHnzZrlre/bswcPDo8ZhyMqEvr4+tra2vPXWWzRv3pz58+eTlJRUp91Ht2/fzieffFLtPVKplEmTJqGjo0NkZKTctRs3buDh4UFERAQODg7VxkGdNkZZGPr6+godi6dPnyrdZbm+6kVlHTZu3Cicv3XrFh9//DFz586lV69e1cZDKpXy4YcfMmzYMB49ekRhYSEPHz6Um7KqDVpaWjg5OZGfn19jY0x16gW8rutVOxYlJSU17uyI1I1adzZOnz7N7du3cXNzw9HRkZ9//pkjR47IzfUdOXIEQ0NDevbsqTKciooKAgICuHfvHps2bVK5Ra9UKuXly5fVztvCa6Oh7OzsWsWloqKCqVOnUlRUxMaNGwUdKg9vvkleWRySkpJYs2YNHTp0oEOHDty+fZvPPvuMpUuXKg0jKCiIoqIi1q9fL5cOEyZM4MyZM6SnpzNkyBDKy8vfuDV2WVmZYEMzbtw4kpKSOH/+PIMGDaKsrEzpMOnfpUNttvFWNy9U8eeff+Lg4ICdnR2amprY29vTvXt3hUa5cePGCjYcqpDNp6oazg0MDKSoqIgNGzYolOvTp09z584dYa7+TdjY2HD06FEKCwtJSEjg1q1bdOvWrVqZ+iiXlalcpuC1Ie3du3dVrn5QRnl5uVLbrurSsjpSUlIoLCys9oNGlg5FRUVs3rxZLi9yc3MZNmwYM2bMYNSoUTV6Zl3aGFVhWFhYyA37P3/+nJycHIX6+XfUi8rxyMvLw9PTk+DgYDkDZlX89ddf5OXlMWXKFHR1dWnatCnjxo3j0KFDddZHplNtjDHrUi9kGBsby71PXr16xYMHD+Rs4f6b/K+uRql1Z8PLy4vExERiY2OJjY1l1KhRuLq68tNPPwn3xMbG4u7uXm1kpk2bRmZmJjt27ODtt98Wzh87doxLly5RXl7OkydPCAsLw9DQUK4SFhUVERMTw/PnzykvL+fYsWPExMTg5OQEvO6lyizYS0tLKS4uVtqYffHFF2RmZrJt2zY5HWQjAdHR0YK1d3JyssK8tao4xMfHk5KSwokTJzhx4gQtW7Zk6dKlSi3XZ8yYQVZWFlu2bJELo7i4mPT0dCoqKsjPz2fatGlMnDhRMJ4FuH//PvHx8UI6JCUlER8fj4ODA8XFxWRkZFBRUcHt27cJDQ3F29tbqd8GdXWIi4sTdDh+/DhxcXE4OjrSs2dPWrVqxffff09ZWRmpqamkpKTg6upa73lRVlZGcXExUqmU8vJyiouLKSsrw87OjpMnTwojGZcuXeLkyZMKNhsAgwcPZs+ePTx8+JAnT56wa9cuHBwcuHr1Krm5uUilUh4/fszSpUvp2rWr0q/Q6dOnk5mZydatW+XiIWPHjh18+OGHCkPoqrh8+TLFxcW8ePGCqKgoCgsLGTt2bLUy6pRLVflZ+ct/9+7dDB48WKWvI2VhxMbG4ujoyPnz57l+/TpSqZS//vqLr776it69ewtGjjJU5aeMrVu34u7uXm06BgcHk5GRoZAOBQUFDBkyBB8fHyZMmKBUtj7amOrCGDx4MNeuXWP//v0UFxcTFRWFlZWVYJwoQ916UVRURGxsrFIdCgsL8fDwYPz48YwbN05lOlamWbNmtGnThjVr1lBWVsajR4/YvHlzrfz73Lt3jx07dvDs2TPKy8s5fPgwO3bswM3NrcZh1KRelJWVUVpaKtivlZaWUl5ejrW1NXfv3uXy5cuUlpZy9OhRWrZsKXxsSKVSSktLkUqlVFRUUFxcLLeaRaRuaFTU4pMiMzNT4dyKFSvIyckRhijv3r2Lm5sbBw8eVJiTlvUcc3Nz6dy5M7q6unLL36Kjo9HR0WH+/PkUFBTQoEED7OzsmD17NtbW1sLQ1/379/Hx8eHq1atIpVJMTU3x8fFhzJgxAHTr1k1hzXpqaipmZmbCl0FeXh62trYKOkRFReHp6Ul6ejpBQUGkpaVhamrKl19+yYcffijMc1UXh5EjR8o928bGhhUrVggvWVnBzcvLw87ODl1dXTmr9iVLlvDee+8xdOhQsrOz0dfXZ/To0YSFhaGlpSXMTT548IDJkyeTnp6OVCrFxMSE8ePHM3r0aB4/fszIkSPJycmhYcOGeHp6Mn36dOE5MidoddVBlhcPHjxg0qRJcjp4e3sLw9sZGRnMmDGD9PR0TE1NCQkJYdCgQQo61CUv4D/TH/Pnz1ewRQgNDRXWyq9atYp79+7RrFkzJk2aRGBgICDviK2srIylS5dy9OhRdHR06Nu3L5MnT+b333/nxx9/5OHDh+jr69OtWzemTJlC06ZNgf84YsvLy6NLly4K8ViyZAmenp4UFxdjZWXFhg0b6NOnj3C9OgeFs2bNYv369ZSWluLo6Eh0dDTt2rVTuE9mR1PXcimbxnjw4AG+vr4K+SkzwiwuLsbe3p41a9YIL14ZsrohKxNpaWlC/ZSVidjYWBYuXMj9+/dp1KgRzs7OfPnllxgZGcl1hKvLz+LiYt599122bNmi8IKSORDLzc3FxsZGIR2WLl3KzZs3+e677xTsdgoKCoQOhDptjIw3hZGUlERYWBj5+fnY2dmxbNmyemmj4D+O2GQ6VM4LHx8fPv30UyIjI4mMjFRwiHjz5k2F7Qoqc/HiRaZPn86ff/6JlpYWffr0Yfny5Qojg6pW6hQVFQl72EilUiQSCQEBAUycOFHhXlX7d9SkXsydO5d58+bJnevfvz8DBgwgKyuL2NhYHj58iJmZGSNHjhTifPbsWYUtAsaNG1fnKbTa0rZtW5U2RPVNdHQ0Z8+e/UeepXZnozaoO0xVHwY86npUrA+jGnV7yTU1hKoOdT2u1kdeiF5fX6OuN2T4d3h9Vbdu/Bu8vlbe0+O/xb/B62t1nY2aUh9eX9X19L1s2TK1dZgxY4baYdSG/9XOhugbRURERERE5F+EuM+GiIiIiIiIiEgtETsbIiIiIiIiIn8r4jSKiIiIiIjIv4h/esOtf4L/vRiJiIiIiIiI/Kuo1chG1S1ea4u6FvPqWiaD+hbS6q5+gNfruNWhPqz2VW2L/E9y7949tcNQNx4yp1fqoK5nyDZt2qitQ00dnKmiPurW7du31ZKvjxUQ6n4R1scKClU7y9aU+ljpVdtN0qpSH+WhPlbVVOcZuCaouyngf4P/xoZb/wTiyIaIiIiIiIjI34posyEiIiIiIvIvQhzZEBERERERERGpJeLIhoiIiIiIyL8IcWTj/xIUFES3bt3o1KkTrq6ubN++Xbi2f/9++vbtS8eOHenXrx+HDx9WGoa/vz+2tra0b98eR0dHtm7dCrz2pTFw4EAsLS2xtLRk5MiRZGRkKMgHBgZib2+PlZUVLi4ugg4xMTFYWFgIR/v27WndurWCS/GSkhKCgoLo0qULEokENzc3jh49KlyPjY2ld+/eSCQSHBwcOHDggIIOP/zwA87OzjRp0gRfX1+5a3v27MHOzo4WLVpgb2/Pvn37FORLSkqYOnUqnTt3xszMjD59+pCYmChcf/HiBdOnT6ddu3ZIJBIFL5slJSUEBARgbW2Nqakpzs7Ogvy1a9dwdXVFIpEgkUhwd3fn2rVrSvNi6tSp2NnZYWlpibOzM9u2bROuvXz5krCwMGxsbLCysmLEiBH1Ll+Z7OxsOnfuLLdF8ObNm+nXrx/29vaMGDGCc+fOKZWdNGkSDg4OODs74+zszEcffSRc27FjB0OHDqVPnz6MGTNGYZvy6vIiNzeXJk2a0Lp1a+GQuW2viq+vL46Ojri4uODi4iLEt6Kigp9//pkPP/wQV1dXwsLCFIxb66NMVmXMmDGYmJhgaGiIpaUl69atq/b++tJhwoQJdO/enV69etGrVy+lXm6/+uorbG1tyc3NVbi2evVqHB0dMTAwkPOZkZ6ejqOjIy1btqRly5YMHjyY9PR0lfKGhoZMmjRJOJ+Tk4Oenh7NmzcXjqo+WGSoqt87d+7E2NhYOJo3b07Dhg25cOGCQhhTpkzBxsaGd999l969e7Nlyxbg9XbiEyZMoFu3bhgbG5OcnKxUB3XbSYCAgAC6dOlChw4dcHJyEsKozJIlS2jVqhW///57jdOyMvPnz0dPT4/ffvtN6fXKfP/993Tr1g1dXV0+++yzN95fHVlZWejp6Qn+ZlQxYsQIuWPIkCGsXr0aQPBgXPl65XeaSP1Qp5ENf39/Fi1ahK6uLtevX2fUqFFYW1vTvHlzPv/8c9auXYurqyu//fYbU6ZMITk5mWbNmsmFERgYSFRUFLq6umRlZTFixAisra0xNzdn3bp1mJqaIpVKWb9+PZMnT1YoxP7+/ixevFjQYeTIkXTq1Inhw4fLubvftWsXy5Ytw8bGRk6+rKyMVq1aER8fj6mpKYmJiUyYMIETJ06gra3N5MmThZec7Nr58+dp3bq1EEbLli0JCQnh6NGjcj4VCgoK8PHxYefOnbz33nscPnyYMWPGcPXqVTlnRWVlZZiYmLB//345Hf744w/MzMwIDg4WPDq+8847XL58WSEOJiYmJCQk0Lp1a44cOcL48eNJTk6mRYsWbNy4ETMzM6RSKWvXrsXb25uTJ08q5GdAQACRkZFCWnp6emJtbU3nzp0JCQkRPHcaGhrKucWuL/nKfPvtt3J5denSJaKioti8eTOdOnVix44dBAQE8McffyhdORASEqLgdvzKlSt8//33rF27FktLS/bs2cP06dPlOsLV5YWMW7du1cg6fsaMGQo6JCQkcODAAdatW0fjxo356quviIyMZM6cOXI61KVMNm/eXKUus2bNYt26dejq6nLt2jX69u1L165dsbe3V3p/feoQGhoq1+GrzPnz58nPz1epd8uWLZk5cyZHjx6VW8XWsmVLtm3bJpTrH374gbFjx5KamqpSXpm/k8LCwjfmpar67eXlhZeXl/B/y5YtRERE0KVLF4UwAgMDiY6OFtq54cOHCx3vHj16MGnSJKXeoCvLq9NOwuuPgSVLlghheHh4YGNjI3hqzc7OJiEhQaXvqjel5c2bN4mNjaVFixaqE7MSrVq14ssvv+Tw4cNqr1AMCAige/fub7xvz549wu/i4mI++eQTnJ2d5e7ZtWtXvaxGqg/EkY3/S4cOHdDV1QX+kyg5OTkUFhbSuHFj3Nzc0NDQoF+/fujp6ZGTk6MQhoWFhVwYGhoa5OTkYGBgQOvWrdHQ0KCiogItLS1u3bpVY/mq7N69Gw8PD4XM09fXZ+bMmZiZmaGpqcnAgQORSCRcunSJgoICDAwM6N+/PxoaGgwYMAA9PT2ys7PlwnB3d2fIkCEKS/Zu376NgYEBAwYMQENDg/fffx89PT2FeOjr6zNr1iw5HczMzLh48SJZWVkcPHiQ6OhomjVrhpaWlkJjpq+vT2hoKBKJBE1NTd5//31B3tDQEIlE8sZ0rC4tb9y4QWJiIhERETRt2hQtLS2lrqTVlZeRkJBA48aN6dWrl1xatmvXDmtrazQ0NHB3d+fhw4c8ePBAZThVKSgooG3btlhZWaGhocEHH3zAo0ePePjwYY3yoj44ceIE7u7utGjRAj09PcaOHUtiYqJc410fZbIqnTp1Usib6pbq/h06VKWsrIyFCxcSGhqq8p5hw4YxdOhQhbqlrFwri48q+dqgqn5XZevWrYwePVrpC8LS0lIh/bOzs9HR0cHX15eePXtW+4JTt51UFUblPAsPDyc8PFzlUtU3pWVwcDBz586t8bYAH330EcOGDRO8JteVHTt2YGhoSN++fWsl98cff2BgYPD/5LLY/5eps4FoeHg4FhYW9O3bFyMjI9zc3OjcuTPt2rUjMTGR8vJyDh8+jI6OjkqvmLNmzaJNmzY4OztjZGREv379hGsWFhaYm5sTHh4uuAOvSlhYGO3bt8fV1RUjIyOFQpefn8/p06ffOHQPr/d8uHHjBpaWlnTp0oX27dtz8OBBysvLOXDgADo6OjXek8HOzg4LCwsSEhIoLy9n37596OrqYm1tXWMdzp07R+vWrVm4cCHt2rXD0dGR+Pj4GslXTm8zMzOMjY0JCQlh2rRpKmXDwsJo164dffr0EdLywoULmJiYsGTJEmxsbOjXrx8JCQl/i/yzZ89Yvnw5M2fOlDvv4uJCeXk5ly5dory8nD179mBlZaXya/7777+nX79+eHt7C94MHRwckEqlXLlyhfLycuLi4ujQoUO1jV3lvJBha2tLp06d8Pf3r7azs3JKzTsWAAAgAElEQVTlSvr378+ECROEKZ+KigqFvQ9evXqldApBmQ7qlEl/f38aNmxIx44dhamHmqKODsuXL6dPnz6MGzdObuRhy5Yt2Nvb06FDhxrrUZUWLVpgaGjItGnTCAkJqbW8hYUF7dq1Y9KkSdy/f7/OeuTm5pKcnMzHH3+s8p6ZM2dibm6Oo6MjxsbG9O/fv1bPULedhNejTG3btsXFxUUujH379qGtrS0XZm3Yu3cvOjo6vP/++3WSrytPnjxhzpw5REZG1lr2119/pV+/fgqdw/HjxzN27Fiio6N5/PhxfalaazQ0NNDU1PxHjn+SOhuIzp8/n2+//Zbz58+TkpKCjo4OWlpafPTRRwQGBlJSUoK2tjarVq1S6Up84cKFzJ8/n7Nnz3Ly5Em5nnFGRgYvXrxg165dmJqaKpVfsGABc+fO5dy5c4IOldm9ezc9evTAzMys2riUlpbi5+eHl5cX7du3B14Plfr5+VFcXIyOjg4//fQT+vr6NUobLS0tPv74Y7y9vQX5zZs3VytfWlqKr68vo0aNokOHDuzfv5/09HSGDBlCWloaqampjBo1CgsLC6Wdt9LSUiZOnMjo0aPlGvHc3FyeP3/O9u3b5aaAqqIsLQsLC8nIyGDw4MGcO3eOc+fOMW7cODp06CCkU33JL1u2DA8PD1q2bCl3Xl9fnwEDBvDJJ59QUVFBo0aNWLt2rdKvyMDAQNq0aYO2tjZHjhxh2rRpbNu2DRMTE/r27cuECROA1y7dly9frnKosmpePHv2jF9//RUbGxv++usvZsyYwaRJk+SGZmVMnTpVQYetW7fi4ODA5s2b6d+/P40bN2bjxo2Aapfm9VkmV65cyfLly0lJSSEpKUn4yn0T6ugQFBTEu+++i7a2NocOHSIwMJBdu3ahra3N7t271Z4Tv3PnDs+fP2fLli1vrN+Vadq0KSdOnMDW1pYHDx4QHByMt7f3Gzvyqti2bRsODg6Ym5urvCciIoIFCxZw9uxZkpOTa70xoLrtJMB3333HvHnzOHv2rFA/nz9/zsKFC+ucF8+ePWP27NlK7dH+br7++mu8vb2rbdOUce/ePa5cuUJQUJBwrnHjxixdupS2bdvy5MkTVq9eTWRk5D/m5v3/F9Tq2mhpadG9e3fu3LnDli1b+OOPP/juu+/YuXMn169fZ9euXcycObPaeXotLS169uxJYWGh0ADLkA03BwYGqvz60NLSokePHty5c4fNmzfLXduzZw8eHh7VxkEqlTJ58mR0dHSIiIgAICkpiW+++YbY2FgKCwuJi4vj888/V7CZUMWxY8f46quvOHjwIA8fPuTQoUP4+/srGKlW1sHPzw9tbW0WLVoEvN6tVVtbm+nTp6Ojo4OjoyNOTk4cO3ZMqbyvry86OjpKDRf19fXx9vbGz8+PoqIilXrL0rKwsJBNmzYJOgQFBaGjo0Pv3r1xcHAgKSmpXuXT09NJSUlh3LhxCmH+8ssv7N27l3379nH58mUWL16Mn58fd+/eVbjX2toafX19dHR0+PDDD7G1teWPP/4gNjaW+Ph4du3aRUpKCnPnziU4OFhpWijLi4YNG9K1a1feeustjIyMWLRoEceOHePJkydv1KFz584kJyczdOhQBgwYILy8u3XrBiBnw1NZh/ouk1paWjg5OZGfn88PP/zwxvvV1aFz585COgwdOpQuXbpw4sQJFi1ahK+vL40aNaqR3tWhr6/PxIkT8fHxqfFutA0bNsTe3p633noLY2NjoqKiOHr0qNK8rAnbt2/nk08+eeN9ldu5DRs21Po56raTysKIjIxkxIgRteqsVWbevHmMHj262o7W38HFixf59ddf+fzzz2st+9tvv9GxY0c5+5K3336b9u3bo6WlxTvvvIOfnx/nz5/nxYsX9al2rZBNd/3dxz9JvYyjlJWVkZOTw9WrV+nZsyedO3dGU1MTW1tbunbtKmdkp4ry8nKlc79SqZSXL19SWFhYIx1kpKamClbGqqioqCAoKIiioiLWr18vzFlevnyZ3r1707VrVzQ1NbGzs8Pe3l7lS7Yqf/75Jw4ODtjZ2aGpqYm9vT3du3dX2lGoqKhg6tSpFBUVsXHjRkGHms4nVlRUEBAQwL1799i0aZPKeVdZOhYUFLwxTFlaqpr+qm/5M2fOcPv2bfr27YuTkxPr16/nyJEjfPTRR1y7dg03NzfatGmDpqYmzs7ONG/eXKnlf1VklSkzMxNnZ2fBtsXBwYFmzZpx6dIluftV5YWqcGuCbE5dU1MTX19f4uPjSUhIoG3bthgZGSl0Nv6uMimjrKzsjdur/x06yNLhzJkzREVF0bdvX2Hac+zYsTVaWaMMqVTKixcvalSuVekFddveOyUlhcLCQgVj4OooKyurtY1LZdRtJ2U65OTkcOLECX766SdsbW2xtbWloKAAPz8/vv/++xrpcuzYMVavXo25uTnm5ubk5+czZswYlixZUtto1YqkpCSys7MxNzenVatWLFmyhL179wod+OqQTaFUhzplQkQ1te5s3L9/n/j4eJ4/f055eTlJSUnEx8fj4OCAra0tZ86cEUYyrly5wpkzZxReOvfv3yc2NlYI49ixY8TExODk5ERSUhKXL1+mvLycp0+fMmfOHAwMDOSG3e/fv09cXJwgf/z4ceLi4nBwcBDu2b17N4MHD6Zhw4Yq4zJ9+nQyMzPZunUrb7/9tnC+a9eunDp1Svhi+/PPPzl16pRCB6CsrIzi4mKkUinl5eUUFxdTVlaGnZ0dJ0+eFEYyLl26xMmTJ5XabHzxxRdkZmaybds2OR0cHBwwNTUlOjpaWJGSnJysYJcybdo0MjMz2bFjh5z8sWPHBDuHJ0+eEBYWhqGhIRYWFgp5oSwtHR0d6dmzJ61ateL777+nrKyM1NRUUlJScHV1rTd5gJEjR3LkyBFiYmKIiYnBy8uLPn36sG7dOmxsbDh+/Dh5eXlUVFSQnJxMdna2wnz/06dPSUlJoaSkhLKyMg4ePMj58+fp1asXnTp1Ijk5mfz8fCoqKjh16hQ5OTm0a9euRnlx9uxZsrKykEql/PXXX8yaNQsnJycaN278Rh0uXLhAr169ePz4sfD8mzdvEh0dzYQJExTmTdUtk5W5d+8eO3bs4NmzZ4IN1Y4dO3Bzc1MpUx86PHnyhOTkZCEdEhISOHfuHI6OjsTFxfHLL7+wa9cudu3aBby27aharmV1q7y8XK5u/frrr1y8eFEo1yEhIcKyXmXyVevmmTNnyMzMRCqV8uDBA6ZPn46Li4tSf0OqwpCxdetW3N3dVY7SFBUVERMTo7Sdg9fLjGXTaKWlpRQXF8u94NRtJ5WFcfz4cWJjY3F0dGTXrl0cO3aMxMREEhMTMTY2JiIigvHjx9coHQ4cOEBqaiqnTp3i1KlTtGzZkhUrVihsA6AqXavmbU2ZOHEiWVlZnD9/nvPnz+Pr68vgwYM5ePBgtXJpaWk8ePBASH8Z165dIz8/H6lUypMnT1izZg02NjY1njb/O/hfHNmotc2GhoYGW7ZsITw8HKlUiomJCbNnz2bAgAEAfP7550yePJn79+/TpEkT/P39cXFxUQhn48aNzJw5E6lUiqmpKd9++y3vv/8++/btIzw8nMLCQho0aECXLl3Ytm0bDRo0EAqkhoYGmzdvJiwsTNBhzpw5DBw4EHg9D75//37WrFmjMh55eXls3LgRXV1ducYyMjIST09PQkJC8Pb25t69ezRr1ozPP/9coZGOiIiQW6O/Y8cOQkNDCQ8PJywsjE8//VSQnz59ukKPOi8vjw0bNqCrqyvXIYuKisLT05MtW7YQFBTEsmXLMDU1ZdWqVQr2GOvXr0dXV1euExEdHY2Ojg4hISEUFBTQoEED7Ozs2L17t4IzPQ0NDTZt2kRoaKjStPz555+ZMWMGK1euxNTUlKVLl8q9pNWVh9fDmJVfanp6eujq6tKkSROGDRtGXl4eY8eO5fHjx7Ro0YJvvvmGtm3byoVRVlbG6tWryc7ORlNTE3NzcyIjIzE3N0cikZCfn4+vry9Pnz7FyMiIsLAwueHf6vJCU1OTuXPncv/+fRo1aoSrqytr166lKjIdcnJyFHTIyclh2rRp3L17l3feeYdRo0YpLAutjzJZNW/XrFnDlClTkEqlSCQSoqKicHd3VylTHzqUlZWxcuVKbt26hZaWFubm5ixdulTlcLuhoaFCuZTZKcjYvn074eHhWFlZMW3aNG7fvs3bb7+Nvb098fHxSuUXLFggJx8WFkaHDh2YPXs2RUVFNGrUiH79+qmc1qiufhcXFxMTEyPsm6EMDQ0NNm7cSEhIiNDOzZ07l0GDBgHg6OhIXl4egLCUNjU1Vc72oi7tZFUdNm3axKxZsxTCqIqWlhYGBgYKL1lVafnll18qyBsaGlb7gQevp1+++eYb4f+WLVuYPXu23DLw6tDT05OzA2zYsCENGjSodgk4vB7VcHBwULAhvHPnDps2beLRo0fo6enRtWvXOhkdi1SPRkUtxoqqs5yvCep6TK0PT4SVX2p1QV3Pt/B6FYI61IcV8b/B62t96KBuGFU7LXXhf8Hra+VlwHVFXa+v6qxOkaHu0Le6HplBfa+v9aGDuulgaGiotg7qtrWgflocOnRIbR1qs3qrPmjXrl2dVtnUBZnR8D+BuF25iIiIiIjIvwhxUy8RERERERERkVoijmyIiIiIiIj8S5Bt6vW/xv9ejERERERERET+VYgjGyIiIiIiIv8i/hdtNmrV2ajpLn2qqKlXQFWUl5erJV8fYdR1p8HK1HS7aFXUxxCbujqo2vCqNtRHfqprNV8f+alsF9DakJWVpbYOb/K78ybqY0+Bqns81Jb62LFR3fJQHyve1F1BUR95oa4Of/31l9o6qOtoDdRvZ+q6MaFI/SOObIiIiIiIiPyL+LeMbJw4cYKtW7dSVlZGWloaBgYGSCQSGjZsWOvluWJnQ0REREREREQBZ2dnnJ2diY2NpXv37hw5cgSpVIqxsXGtwxINREVERERERP5F/FPblRcVFdGtWzfh+PHHH5Xqs23bNkaPHs0vv/zCjz/+SGFhoUrHoqoQRzZERERERET+P6R58+Zv3EE0NzcXAwMDOV9QRkZGtd69uU4jG76+vjg6OuLi4oKLiwsjRowAXm+R+/PPP/Phhx/i6upKWFiYSoUCAwOxt7fHysoKFxcXtm/fDkBMTAwWFhbC0b59e1q3bq2yF3Xr1i06dOgg525Y5gjMysqKiRMn8ujRI6WyU6ZMwcbGhnfffZfevXsLfg5evXrFhAkT6NatG8bGxiQnJyuVDwgIoEuXLnTo0AEnJye2bt2qcM+SJUto1aoVv//+u8K1kpISAgMDsbW1xczMDFdXV44ePQq8dq1uZmYmHKampjRt2pSLFy/Kyfv7+9OpUydatWqFk5MTR44cEa4fP34ce3t7jI2N+eCDD5RuN19SUkJQUBBdu3bF3NwcNzc3QQeAzZs30717dyQSCSNHjuTOnTtKwwgICMDa2hpTU1OcnZ1JTExUuG/hwoUYGhpy/PhxhWtBQUF069aNTp064erqKpQHeO2LwcXFBSsrK8aOHavUvTyAv78/nTt3pl27djg4OAj5ce7cOUaOHImlpSUdO3bEx8dHZRigXpmqj3gkJiYyatQo3Nzc8PDw4OLFi1y5coXAwEAGDBjAoEGDCAsLU+pOfM2aNbi4uNC0aVMFh1gbNmzA1taWFi1aMHz4cJUeQlevXo2joyMGBgZMnDhROJ+eno6joyMtW7akZcuWDB48mPT0dJXyhoaGTJo0Sekz5s+fj56eHr/99pvCNXXrhSrGjBmDiYmJ4Lht3bp11d6/atUqevfuTaNGjfDx8ZG79ttvv2FjY4OhoSEDBgyQ8zhdGX9/f2xtbWnfvj2Ojo5CmczIyGDgwIFYWlpiaWnJyJEjycjIUEiH+qjfqurmtWvXcHV1RSKRIJFIcHd359q1awphTJ06FTs7OywtLXF2dmbbtm3CtZcvXxIWFoaNjQ1WVlbCu6Ay6pYnZfTt2xd9fX0MDAwwMDCgY8eONZKD1/Xb0tKS4OBg4HVeenp6YmtrS48ePQgNDf2vu3P4Nzli++mnnwTnfOPGjWPy5MncuHGDXr161SpOdZ5GmTFjBr///ju///47e/bsASAhIYEDBw6wbt06Dhw4QElJiUojEn9/f06ePEl6ejo///wzixcv5s8//2T48OFkZGQIx/z58zEzM8PGxkZpOF9//TW2trbC/8zMTMLCwoiKiuLs2bO8/fbbCg6DZAQGBnL27Flu3LjBpk2bWLhwoeB2vEePHqxcubLalQZTp07l9OnTZGZmsn79ehYtWiTXKcrOziYhIUHl/FZZWRkmJibs27eP7OxsQkND8fb2Jjc3F09PT3Jzc4Vj0aJFmJuby8VVJn/gwAHy8/MJDw/ns88+IycnhwcPHvDpp5/y5ZdfkpOTQ9euXfnss89U6hAXF8fNmzcJDQ3Fx8eH3NxckpOTWbBgAZs3byYrKwuJRKL05SELIyEhgdzcXMLDwxk/frxcA3zr1i3i4+NVrkjy9/cnOTmZq1evsm7dOpYsWcLly5c5deoUixcvZt26dVy6dInWrVszdepUlfmRmprK9evX2bhxo5Cfjx494tNPPyU1NZWzZ8/SsGFDuY5EVdQpU+rG48yZM6xatYovv/ySX3/9lVWrVtGqVSuePn2Ku7u74BlXT0+PefPmKci3aNGCGTNmMGbMGLnzf/zxB9988w07duwgNzcXiUSi4N1TRsuWLZk5cybjxo1TOL9t2zYKCgrIz8/ngw8+YOzYsSrllV0DuHnzJrGxsSrLgrr1QhWzZs3i5s2bPHr0iNjYWL7++mvOnTun8v5WrVoxa9YshXS4f/8+Xl5ezJkzhzt37mBnZ8enn36qNIzAwEDOnDlDVlYWGzZsICIigkuXLtGiRQvWrVtHeno6V69eZcCAAUyePFlpOtRH/VZWN1u0aMHGjRvJzs7m5s2bDBo0CG9vb4UwAgICSElJ4dq1a6xfv15oqwFCQkJ49OgRx48f58qVK8yePVtBXt3ypIrly5fz+PFjHj9+TFpaWo3lZs+eTefOnYX/T58+JSAggFOnTpGYmMidO3fkHPD9/84333wjeFTfuHEjq1evZu3atbVeFVmvNhsnTpzA3d2dFi1aoKenx9ixY0lMTBTcKFfGwsJCWH4p62Up+zrYvXs3Hh4eSnth8fHxNG7cWM61fGxsLP369aNnz57o6+vzxRdfcPjwYaU9VUtLSwUdsrOz0dHRwdfXl549e6KlpaUyvsrikJ2dLVwPDw8nPDxc5fItfX19Zs6ciZmZGZqamgwcOBCJRKL0K23nzp14eXnJpYO+vj5hYWFIJBI0NTUZNGiQIB8fH4+lpSXDhw+nQYMGhIaGcuXKFTIzMxV0CAkJEXQYMGAAEomES5cuceTIEYYMGYKlpSU6Ojp88cUXpKSkcOvWLYUwQkNDBT3ef/99zMzM5OIxY8YM5syZozItOnToIJeWADk5ORw9epTBgwfToUMHdHR0CAwM5PTp00rLiqr87NevH0OHDqVRo0bo6enh7e3NmTNnlOqhbplSNx5r165l/PjxWFtbo6mpiZGREUZGRvTu3Zt+/fqhr69PgwYN8PT0FFy9V8bd3Z0hQ4bQpEkTufMHDhxg+PDhWFlZoaOjw8yZM0lOTubmzZsKYQwbNoyhQ4cqhGFoaIhEIkFDQ4OKigq0tLSUOqFTJS8jODiYuXPnqnTMqG69UEWnTp0Uykd1TvSGDRuGu7u7whLO2NhYOnbsyIgRI2jQoAFfffUVf/75p9JRAVXtnIGBAa1bt5ZLS2X1qj7qt6q6qSw/q+pQXRxu3LhBYmIiERERNG3aFC0tLbmXeOV0VKc81Sf79u1TqN/u7u706dOHt99+GwMDA7y8vKrthP7dyHYQ/SeOf5I6P23lypX079+fCRMmCBlTUVGh4G3w1atXKr3FhoWF0b59e1xdXTEyMqJv375y1/Pz8zl9+rTSobmnT58SHR1NeHi43PnMzEy5tdUSiQRtbW2llQhg5syZmJub4+joiLGxMf37939z5CsRGhpK27ZtcXFxwcjISHAjv2/fPrS1tRXcylfHvXv3uHHjBpaWlnLn8/LyOHnypOCGujr569evY2VlRXp6utxokL6+Pm3atHnjMGVlHarmpey/skZVWRiyfIiNjUVbW5sBAwZUKxceHo6FhQV9+/bFyMgINzc3hTIl+111yFnGzJkzadOmDU5OTirz89SpU1hYWCicr68yVdd4lJeXc+3aNR49eoSHhwdDhw4lMjJSaWf9woULtfIWq+r5tfkilNGiRQsMDQ2ZNm1arV1x7927Fx0dHaUuzlWhbr2ojL+/Pw0bNqRjx47C0H1tSUtLU6hbbdu2VVm3Zs2aRZs2bXB2dpZrI+D1i9zc3Jzw8HACAwOrfW591u/K5dnMzAxjY2NCQkKYNm2aUrmwsDDatWtHnz59hLb6woULmJiYsGTJEmxsbOjXrx8JCQnVPl8ZdS1P4eHhGBsb4+zsrHRqtiqy+h0WFlbtfWfOnKkXD8Qi8tSpszF16lRiY2OFr6Vp06aRn5+Pg4MDcXFxFBQU8OzZMzZu3AigtLEEWLBgAdeuXWPPnj28//77Cl86u3fvpkePHpiZmSnILlmyhJEjR9KqVSu58y9evKBRo0Zy5xo1aqRyDi4iIoIbN24QHx/P4MGDVX5tqeK7774jKyuLmJgYQf758+csXLiQb7/9tsbhlJaW4uvry6hRoxQK+s6dO+nduzcSiaRaeR8fHz7++GM6dOjA8+fP5Qx6ABo3blztXGRpaSmTJ0/Gy8uL9u3b079/f+Li4rh69SovX74kMjISDQ0NXr58WW0YEydOZPTo0XTo0IFnz57x7bff1mhYcv78+aSlpbF7926hPLi5uZGQkEB6ejrFxcUsW7asWh0iIiK4fv06cXFxSvMzLS2NqKgovv76awXZ+ipTdY3HX3/9RVlZGceOHeOHH35g06ZNZGZmsmHDBrnwr1+/zs8//0xAQIDKtKzKwIED2bt3L1euXOHly5csXLjwjXmpijt37nD37l2io6NrNH0h49mzZ8yePZvFixfXWEbdelGVlStX8vjxY5KSkhg+fHidNrd7/vw5BgYGcucMDAx4+vSp0vsXLlzI9evXiY2NVSiTGRkZZGZmsmDBApVTxVB/9bty3ZQhm5JavHix0pEJeN1WZ2RksHfvXgYNGoSOjg6FhYVkZGTQqFEjzp07x7x58wgODq71JnV1KU+ydjc3N5eJEycybNiwN46KREdHK63flTlx4gR79+6tdpr1n+DfZLNRX9Sps2FtbY2+vj46Ojp8+OGHdO7cmeTkZIYOHcqAAQPw8/PDy8uLbt26AdXvsKilpUWPHj24c+cOmzdvlru2Z88ePDw8FGSuXr1KcnIyEyZMULimp6enUOGePXtGw4YNq9WhZ8+eFBYWKjTsNaGy/MaNG4mMjGTEiBFKO0nKkEqlTJ48GR0dHSIiIhSuy4aKq5OfOHEi2trago2Mvr6+wu6YT58+VZkOUqmUKVOmoK2tzcKFCwFwcXEhJCSE8ePHY2dnR+vWrWnYsCEtW7ZUGYavry86OjrCC+W7777Dy8sLc3PzN6YDvE7L7t27c+fOHbZs2YKTkxPBwcH4+fnh4OCAqalptTrIwqicHzJu3brFxx9/zNy5cxWMm/6OMlXbeMhefB4eHjRr1gxDQ0NGjx7NyZMnhXvy8vIIDg4mODiYLl26qHx+VVxdXQkPD+fTTz+lY8eOmJmZ0ahRo2ob3urQ19dn4sSJ+Pj41Hhn4Xnz5jF69OgalwV164UqtLS0cHJyIj8/nx9++KHW8srq1pMnTxQ6pFWfqaxMAsKUc2BgoFKj3/qq31XrZtU4eXt74+fnR1FRkco49OjRg8LCQjZt2kSDBg3Q1tYmKCgIHR0devfujYODA0lJSSrTQRW1LU89e/akUaNG6OrqMnbsWBwcHDh48KDK+9PS0khOTlZqkyLjwoULBAcHs3LlStq2bVvrOIhUT70sfZXNuWlqauLr6ytYwZ86dUqYc34TZWVlcvPXqamp3L17lw8++EDh3lOnTgkjKfD6y7O8vJysrCz69OkjN5SYm5vLq1evajTkXFZWJmdzUVtkcUhJSZFrVB48eICfnx9TpkxR+BqtqKggMDCQoqIiduzYoWDTcPr0ae7cucPQoUOVPrOiogJ/f3+KiorYvXu3IG9lZSVnNf78+XNu3bqldPveiooKgoKCKCoqYvv27XI6TJgwQXgB37hxg+joaJVhBAQEcO/ePX755RchjKSkJAoKCvjpp5+A18Z1n332GZ9//rlKA8XKaQmvLaBlxmU3b95kxYoVSqdBlIUhy8+8vDw8PT0JDg7G09NT4d6/s0y9KR7Pnz8HXn+ZGhkZqfziKCwsJDAwkPHjxzNo0KA3PrsqkyZNEgx8s7KyWLx4ca2s+KsilUp58eIFBQUFNarjx44do6CgQFjLf//+fcaMGcO0adP44osv5O5Vt17UhLKysjrZCHTs2FFYuQav69bNmzdrtDV2eXm50jZGKpXy8uVLCgsL5UZq6qt+K6ubqnQoKCjg3XffVRkHWZl+07RobalteaqM7B2kCln9dnJyAv5Tv69fv86+ffu4evUqkyZNIiIiAkdHR7XiIaKcWo9sPH36lJSUFEpKSigrK+PgwYNcuHCBXr168fjxY/Lz86moqODmzZtER0czYcIEBUOU+/fvExcXx/9h79zjasr+///ySac6J2miIl3ppotUaLq5X2eQQaIZMySiqxqkMpghishcGcxjGveMoZSGcUmIKJRuut87cSqhUnRavz/6nv3pdPY5qhMfv3ns5+OxHo/O2fv9Pu+11nut1l6X/W5qagKfz8f169cRGxsrtGnnzJkz+OSTT2hH6mo1wgUAACAASURBVK6urkhKSkJCQgISEhLw+eefY/LkyThy5AjmzZuHq1ev4t69e2hubsbevXsxY8YMET08Hg/nzp2jbEhMTMS5c+coZ2xtbaWWf968eYOWlhYhZ66trUVMTIxQHmJiYmBvb4/Tp08jMTERly9fxuXLl6Guro7w8HDaf67r1q1Dfn4+jh8/DgUFBZHrp06dwuzZs8U+Nfn7+yMvLw/R0dFC8nPmzEFubi5iY2PR0tKC8PBwmJqa0q5Frl+/HgUFBTh27JiQjpaWFuTm5oIQgsrKSgQEBGDlypW08ScCAgKQn5+PU6dOCek4f/487ty5g5s3b+LmzZsYOnQo9u3bJ3SUsLa2FufPn6fKMikpCefPn4ednR1aWlqQl5cHQgiqqqqokwldp7F5PJ5QfXSuTy6Xi4ULF2L58uUiO+IF9IVP9UU+Pv30U5w5cwb19fV48eIFoqOjYW9vj6dPn8LHxwcLFizA/PnzafMAdPwjaGlpAZ/PR3t7O1paWqjvcnJyQAhBRUUFfH19sWbNGnz00UcSdfD5fErH1atXkZ6eDj6fjxcvXmDDhg3UMVI6+fb2diH5hIQEpKamIiUlBSkpKRg6dCh+/PFHkSO6gPTtoitPnz7FqVOn0NjYCD6fj0uXLuHUqVOYNGlSt8qycz6cnJyQnZ2Nc+fOoaWlBaGhoTA3Nxcph659RGefTEpKQmZmJvh8Pl6+fImtW7di4MCBIvFl+qJ9i2ubiYmJyMjIoOozODgYysrKQgN5cX21vb09bGxsoKGhgZ9++gltbW1ITU3FnTt3MHHixG6VY3f9qSsNDQ24dOkSpefEiRO4efOmxMHPkiVLcP36dVy4cAEXLlyAq6srJk2ahKioKOTl5WHZsmXYsmVLj/bYvUv+jcsoID0gNTWV/PPPP2TkyJGEzWYTRUVFYmZmRn766SeSmppKzpw5Q7S1tYmcnBwZMmQIWbt2LUlNTaVSRUUFqaioIOnp6cTGxoYoKSkRRUVFYmRkRMLDw6nrBQUFRElJiZw8eZL6rqKigpSWltImPz8/Mm/ePOrz999/TzQ0NIiCggKZOnUqSU9Pp649efKEPHnyhGRnZxNbW1vKBmNjYxIREUFd19LSIgCEUmpqKqmuribV1dUkMzOTfPzxx0Lyu3fvpq53TpqamuTUqVPU57q6OlJXV0fS09MJACInJ0c4HA6VDhw4QOrq6khVVRVRUlIiZ8+epWTq6urIixcvyIsXL0hWVhat/KFDh8iLFy9IbGwsMTAwIPLy8sTBwYFkZmZSsjwej/B4PPLgwQNKB5vNptL+/ftJYWEhMTExIWw2m6iqqhJfX19SU1NDeDweaWhooNKjR49o7Th48KDQfQ0NDURLS4vExMSQhoYGUlZWRsrKysiDBw9E/CEsLIyUlZWRR48eEWNjY6KgoEBUVVWJp6cnKS4upmRrampITU0NycrKEqmPiIgIUlNTQ9atW0cACOWPzWaTmpqaPvEpafNx584dKt28eZPMnz+fKCoqEhUVFeLs7EyuX79O3N3dCQCioKAglARyL1++JC9fviRBQUEifhsUFEQqKiqIqakpYbPZRE1NjQQEBJCGhgZK7tWrV1QKCQkR0RESEkKOHTtGDA0NCYfDIYMHDyYzZswg9+7do+Sam5tJc3MzCQ4OFpEPDg6mrguStrY2iY+Ppz5L2y7q6uoIn8+nTTU1NWT8+PFk4MCBZMCAAcTMzIwcOHBA5L7W1lYqbdq0SSQfmzZtIq2trSQhIYEYGhoSeXl5Mn78eJKXl0fJcblcwuVyxfYRXC6XHDx4kIwYMYKw2WyioqJCJk+eTK5evUq4XG6ftO/utM2oqChiYGBAOBwOGTRoEJk2bRq5desWaWhoIJWVlaSyspJkZGTQ9tWC61evXiVWVlZEQUGBGBgYkEOHDlHXpPWnV69ekba2NpHE5XLJmDFjiKKiIhk4cCAZN24c+fvvv2nvLS4upk2+vr7EycmJFBcXkwULFpB+/foJ9Q0GBgbUve8bAwMD8s8//7yXZG1t/d7y1Y8QCXNPXXjbm8bexocQ9ZXuKel92/AhRFxtbW39n9vw/PlzqXVIW5biNi/3BGmfEKqrq6W2Qdqor/37S7+i2oOuhJbebFbtyocQ9VXaiKkfQtTXvnip1YcQ9VXcScie0JNTX32BoaEhfvnll/fyWxs3bpT6/3p3YWKjMDAwMDAwMLxTmNgoDAwMDAwMHwiCl3r92/j35YiBgYGBgYHhg4KZ2WBgYGBgYPiAeO8nRd4DzMwGAwMDAwMDwzulRzMb4l7H2116+7ZCAdLusAak3zHfFzvFm5ubpZJns9lS2yDtbnNpT/UA6PY7Et4lfeFT0u6Y7/ra6d4grU/1RV1IWw59URfSvJQPQJ+8OZLu3SU9oS+eagUviustkt6O+75sAKT/n/NvnCH4/xVmZoOBgYGBgYHhncLs2WBgYGBgYPiA+DfOyDAzGwwMDAwMDAzvFGZmg4GBgYGB4QOCmdkA8MknnwilqVOn4ocffqCuP3jwAF999RVmzZqFgIAA1NTU0Orx8fGBpaUljIyM4ODgQEUwrKiowLBhw2BgYEClyMhIEXk/Pz+MGTMGpqammDhxIk6ePEldO3nyJMaPH4+RI0fiyy+/xJMnT2ht8PLywqhRo6Cvrw87OzscP34cAHD//n0sWrQIxsbGMDExgbu7u4iO1tZWeHl5wczMDMOGDYODgwMuX74MoCNirZOTE3R0dDB8+HB8+eWXYsvBy8sLFhYWMDAwgL29PWVDXl4eZsyYAWNjYxgbG2PRokXIy8sTkd+/fz/s7e0xcOBArFy5kvr+7t27+PTTT6GhoQEtLS24urqCy+XS2uDt7Y3Ro0fD0NAQDg4OlA2d2bNnDzQ0NHDjxg2RawcOHICjoyNUVFSEgmpFR0dDXV2dSqqqqlBUVMTDhw9FytLHxwejRo2CtrY2JkyYQJUl0LH5cd26ddDX14eOjg5tJGBJOsrLy6GiogItLS0q0YXZlrYcWltb4efnB0tLS+jq6mLSpEm4cuUKdf3o0aMYO3YsdHR0sGjRIlqfWLZsGSwtLTFmzBiMGTNGKK/x8fGYOnUqxowZAx8fHzQ0NIjIA4CnpyfMzc0xYsQI2NraUhFKX79+jRUrVmDMmDFQV1dHcnIyrbzAp5SVlakosQBQVlYGNpsNVVVVKu3cuZNWR2eUlZWFkpycHPz8/CTKiPMpAPjrr79gZWWFIUOGwNraGnFxcRJ1CaKhBgQEAADu3LmDWbNmYfTo0bC2tsbq1avFts/O1NfX47PPPgOHw4GOjo5Q1FU69u/fDzs7OygpKQkFHnz9+jWWLFkCQ0NDyMvLSwzJ/ssvv8DW1hYDBgwQ0gEA165dg7m5OZSVlTF9+nShqNkCpG1bra2t8Pb2hpmZGTQ1NeHo6EjJP378GBMnToSOjg50dHTg5OSEx48f09rg5+eH0aNHQ0dHR6RdxMTEwNbWFjo6OrCzs0NCQoLY8igpKYGRkRHWrl0LoCPAnru7O2xsbKCnp4fKykqxsn2pg6Hn9HiwIYiKmZCQgL/++gssFgsTJkwA0BHrYsuWLVi+fDliY2NhaGiIbdu20erx9vZGSkoK8vLyEBUVhV27duHRo0fU9dzcXBQUFKCgoAD+/v4i8l5eXkhOTkZ2djYOHz6MPXv2IDMzEykpKdi9ezcOHz6MjIwMaGlpwcfHh9YGHx8fpKamorCwEH/88QfCwsKQkZGBhoYGfPHFF0hNTUVaWhoUFRUpxxTQ1tYGTU1NXLhwARUVFdi0aROWLVuGsrIyNDQ0YNmyZcjMzERWVhYGDBgAT09PWht8fX1x7949FBQUICoqCuHh4cjIyMCQIUNw+PBh5ObmIjs7G9OnT8eaNWtE5IcOHYrAwECRaKYNDQ1wc3PD48ePkZeXhwEDBtBG1xSUw927d5Gfn4/ff/9dpC5KS0tx4cIFqKur08oPHToUGzZswNKlS4W+d3FxwZMnT6gUGRkJPT09jB49WqQshw0bhvj4eJSWliI4OBgrVqyg4hr4+/vj2bNnSElJQXFxMUJDQ0VseJsOoKOTqaioQEVFBdavX9/n5SCwITY2FsXFxQgKCoK7uzvKy8uRnJyMHTt24OjRoygoKICOjo7QP/LOhISEIC0tDWlpabhw4QIAoLCwEN9++y3CwsKQlJQEeXl5bN++nVbe19cXaWlpKCoqwpEjRyi/BoBx48bh559/lhjCW+BTX375Je11LpcLHo8HHo+HoKAgsXoENDQ0UKmqqgoKCgpYuHChRBlxPlVdXQ13d3eEhYWBy+UiNDQUbm5uePr0qVhdW7duxahRo6jPBgYGiIqKQnp6Om7fvg1dXV1s3rz5rfnw8vICi8XCkydPcPz4caxZswbZ2dkS87Bx40baSMN2dnb4/fff3xovSkNDg1ZHbW0tXFxcsHXrVtTU1MDKygpffPGFiLy0bUsgf+HCBZSXlyMkJATLly9HWVkZhgwZgj/++AOlpaUoLi7GrFmz4ObmRmuDhoYGzp8/j5KSEmzcuJGygcvlYs2aNdi2bRtKS0uxdetWeHh4gMfj0ZbH5s2bheqyX79+mDBhAvbv3y+xHPtax7vkfUV8fd+zJ1Ito9y4cQMfffQRVXE3b96Ejo4OFWL4q6++wmeffYby8nJoa2sLyXYOYwx0FHBpaWm3j411DqUsKLSysjKkp6fjk08+oa77+vpi3LhxKCsrg46OjpCOzqGMBYVfWloKJycnofvc3Nzw2WefCX3H4XCEOtqZM2dCR0cH6enpIvIrV66kfRoHhMtBYENZWRksLCyo8OOEEMjIyKCkpEREft68eQA6ZpSqqqqo72fMmCF03+rVq8WGYKazobS0lKrXkJAQhISEiP3HIsjvgwcPJAYVO378OJYsWSLi5BwOBxs3bhSyXVtbG+np6WhtbcXff/+NrKws6oho18HK23TQ3U+HtOXA4XCwYcMG6vP06dOho6ODjIwMpKWlYc6cOZTPff311zA3N0dJSUm3jlPHx8dj4sSJGDNmDICOgdGcOXPQ1NQkIi/Ory0sLKgBp4yMjNjf6uxTfREkrjN//fUX1NTU4ODgIPE+cT5VVVWFgQMHUr48c+ZMsNlslJSU0A6g4uLioKSkBCsrK+rJf/DgwUL3yMjI0M4KdKapqQl//fUXsrKyoKioCAcHB8ydOxdHjx5FWFgYrYygHO/fvy/UNlksFvUAJKkeOuvo2r5jYmJgYmKCBQsWAAC++eYbaGho4PHjx0L1L23bouvnBPJOTk5U4DtJfRSHw0FgYKCQDYJ2oaGhgYEDB2Lq1KkAOtoMm81GaWkpVFVVhfQI6tLa2po64qyqqoqlS5d2O4BeX+hg6B1SbRC9dOkSpk2bRv3zKC0txYgRI6jrCgoK0NDQEHv2PSgoCCNGjMCECROgpqaGKVOmUNdsbGxgbW0Nf39/sVEUQ0JCYGRkhMmTJ0NNTQ2TJk0CIUToXRqCv+mWIAAgMDAQenp6cHBwgLq6OuX0nUlJSREZHHXl6dOnKCwsxMiRI0Wu3b59W6gD6MrGjRuhp6cHR0dHkXIwMjKCrq4uQkJC4OvrK9EGSdy6dYvWNgFBQUEYPnw4xo8fL2RDXFwcZGVlhWzqDYKne1dX17fe+/TpUxQVFcHY2Bj379+HlpYWwsLCoK+vD3t7e5w/f75HOgRYWFjA1NQUXl5eqKuro5Xry3LobEPX97sIPtNNO+/btw/29vb4/PPPce/ePQAdMxudfVBbWxuysrJi21ZgYCB0dXVhb28v1q97i5GREfT19bFq1SrU1tb2SPbo0aP44osvev1UZWVlBSMjI1y4cAF8Ph9xcXGQk5OjjXr78uVL7Nu3j3ZwWF1djdGjR8PU1BSHDx8WWoKkIz8/HzIyMkIPORYWFhJnNt4lOTk5MDc3pz5zOBwMHz4cubm5EuWkbVsC+c59iba2NtTV1bFhwwZqqaq7NowePRoGBgb4+++/wefzkZCQABaLBRMTEyGZly9fYu/evQgJCXmrfnH0hQ6G3tPrwcaTJ0/w6NEjoSfoV69eiTxlcTgcsS8c2rlzJ/Lz83Hu3DnMmjULLBYLKioqSEhIwN27d3Hx4kU0NjbC29ubVj40NBQ5OTk4c+YMZs6cCRaLhUmTJuHChQvIzc1FS0sLvv/+e/Tr109s+Orw8HAUFhYiNjYWn3zyCVgsltD1nJwc7N27V+I065s3b+Du7k6tw3YmKysL4eHhYpeTACAsLAyFhYWIiYkRsSEvLw/5+fnYsWOHUOfSEzIzM7Fz507s2LFD7D07d+5EQUEBzp07R9nQ1NSEsLAwfPfdd7363c6cOHECdnZ20NXVlXjfmzdv4OHhgcWLF8PQ0BDV1dXIzc2FkpIScnJysGvXLnh5eYkdPNLpUFFRwdWrV5GRkYHExEQ0NjaKXcLoq3J48+YN1qxZAxcXFxgYGGDq1KmIjY1FdnY2Xr16hYiICFq/DAgIwKVLl5CYmAhnZ2d4eXmhvLwczc3NIi/eGjBggNgXJ4WHh6OoqAjnz5+n9eveMGjQINy8eRN5eXlITk5GY2Mj7bS5OMrLy3Hjxg2RpZGeICMjA1dXV7i5uUFFRQVubm744YcfaGeHIiMjsWjRItqXCWpoaCA9PR1paWkICAgQekiio7GxkZppFDBw4ECpXzrVW5qamnpsj7Rt682bN1i5cqVIP1deXo7y8nLs3r1baHlCnI7Vq1dT7UJGRgYuLi5YvXo1NDQ04OHhgT179ojU5969e+Hi4iLViyH7Qsf74t+4jNLrwcY///wDMzMzDB06lPpOQUFBZGDR3Nws8Y2XMjIyGDduHLhcLo4cOQIOhwMLCwv0798fqqqqCA0NRVJSkthGJCMjg7Fjx6KmpgbHjh2Dg4MD/P39sXr1atjZ2UFTUxOKiopCdtLpsLGxAZfLxR9//EF9X1JSAldXV2zbtg0ff/wxrWx7eztWrVoFFouFiIgIoWtFRUVYuHAhwsPDYWdnJ/b3JdkAdLwx9Msvv4Svr2+PnySLiorg5OSEiIiIt05dd7UhIiICCxYsEFkC6w0nT57E559/LvGe9vZ2rF69GrKysti1axcAQF5eHrKysli3bh1YLBbs7e3h4OCAxMTEbutQVFSEpaUl+vfvDzU1NezatQuJiYl48eIFrQ5py6G9vR2enp6QlZWlptjHjx+PDRs2YPny5bCysoKWlhatX44aNQocDgcsFgvz5s2DpaUlbt68CTabLfLW18bGRolLMJ3zERUV1S3bJaGoqAhra2v0798f6urq2Lt3L65cuSK2HLty7Ngx2NvbQ09Pr9c2JCYm4ptvvsHff/+NZ8+e4eLFi/Dy8hLaWwN0PCTcvn0by5cvl6hPWVkZ8+fPh4eHh8RpdEVFRZF8vnjx4n/2FlwOh9Mje6RtW+3t7fDw8ACLxaLdXM3hcODm5obVq1eL3W/R3t6ONWvWgMViITw8HACQlJSEb7/9FjExMeByuYiNjcXatWuRmZlJyeXk5CA5OblHA9uu9IUOBuno9Z6Ny5cvY8mSJULf6erq4tKlS9TnV69eobq6+q1PswDA5/Np100Fo6+3vWa8ra2Nkv/qq6+oDVXFxcX48ccf37oMItAhmJauqKiAs7Mz/P394ezsTHs/IQTe3t7g8Xj4888/hV7XXF5ejnnz5mH9+vVYvHjxW39bAJ/Pp50ab29vx6tXr8DlcqGvr98tXWVlZfjkk08QFBTUreULAYKyvHPnjtDgp66uDqtXr4anpyeCg4O7rU+gR7D+TAchBD4+PuDxeIiOjqbK0tTUtNu/I05HV7o7ou9OOXSddSOEwM/PDzweDydPnhSyYcWKFVixYgWAjkFgZGQkRo4cidevX4u1oV+/fiCEQF9fX+iJs6KiAq9fv+5W2+rs131Jd9umgGPHjtFuzO0Jjx49gp2dHaysrAAA1tbWGDt2LBITE4Wequ/evYvKyko4OjoC6Hjo4fP5KCwsFFkqaGtrQ11dncRX+BsaGqKtrQ0FBQUwMDAAAGRkZPTIP/sSExMT6pQR0DHTUVxcTLtUKm3bEvRzT58+FennOiPoo6qrq0X2W3RuF6dOnaJ0ZGZmwtbWFpaWlgA6lsmsra2RlJREzeSmpKSgsrIS9vb2AP5bl7Nnz0Z8fHy38tAXOt4nzNHX/yMrKwu1tbXUKRQBDg4OKC0txY0bN/D69WscPXoUw4cPF3kirK2tRWxsLJqamsDn83H9+nXExMTA3t4eDx48QGFhIdrb21FfX49vvvkGtra2QvEjamtrcf78eUo+KSkJ58+fh52dHVpaWpCXlwdCCKqqqhAUFAQ3NzeRKUcej4eYmBhKR2JiIs6dOwcHBwdwuVwsXLgQy5cvp91JLsDf3x95eXk4deqUUKyQ6upqzJkzB+7u7tQ/Fzpqa2vF2pCUlITMzEzw+Xy8fPkSW7duxcCBA6mOTkBbWxtaWlrA5/PB5/PR0tKCtrY2VFVVYdasWfDw8JC4Ht3Vhs51cfr0aSQmJuLy5cu4fPky1NXVER4eLvK0KLChvb1dyAYBx48fh5OTk8SnwK+//hr5+fk4ceKEUFkKZqciIyPR1taGlJQUJCcnY/Lkyd3WkZaWhoKCAsqnNm7cCAcHBxGfkrYcAGD9+vUoKCjAsWPHhGxoaWlBbm4uCCGorKxEQEAAVq5cSW2wAzqeTG/duoXW1la0tbUhPj4e9+/fh729PWbPno3r16/j/v37aG5uxk8//YRp06aJzGzweDycO3eO1qeAjmOILS0tADqmtFtaWkQGC+Lq8969e8jPz0d7ezvq6uqwbt06jB8/XqRt0XH79m1UVVW99RTK22ywsrLC7du3qZmMjIwM3L59W2TPxuLFi5GYmIj4+HjEx8djyZIlmDRpEn7//XdcunQJxcXFVD527NgBU1NTobroCofDwfz587F582Y0NTUhOTkZsbGxEpeExLVNQLgeXr9+TVsPknQ4OTkhOzsb586dQ0tLC0JDQ2Fubk67N0zathUQEID8/HyRfi4xMREZGRng8/l48eIFgoODoaysTPtgt27dOuTn5+P48eNCOiwtLZGSkkLNZDx69AgpKSlCA6ElS5YgKSmJOgXp6uqKSZMmUYP/1tZWasDe2tqK1tZWkd/vCx0MUkJ6wLVr18i1a9fI7NmzydSpU6nPndPu3buJlpYWYbFYxMLCgpw4cYK6VlVVRaqqqsijR4/Ixx9/TJSUlIiioiIxNjYmu3btIlVVVeTnn38mWlpaREFBgaipqZEFCxaQhw8fkqqqKlJWVkbKysrIgwcPiI2NDSVvZGREwsLCSFlZGXn06BExNjYmCgoKRFVVlXh6epLi4mJKtqamhtTU1JCsrCwRGyIiIkhNTQ1Zt24dAUDYbLZQqqmpIc+fPyfPnz8nmZmZBACRk5MjHA6HSocOHSJBQUEEgND3HA6HkuVyuYTL5ZLMzEwRG3bv3k24XC45ePAgGTFiBGGz2URFRYVMnjyZXL16lXC5XPLq1SsqhYSEEABCKSQkhGzatInWBoFcdXU1qa6uFmuD4HrnpKmpSU6dOkWqq6tJY2MjlQT57ZyCgoJIY2Mjqa2tJQMHDiRxcXFCMo2NjaS+vp7U19eTjIwM2rL89ddfSX19PUlOTiZjxowhbDabGBoakiNHjlCy3dFx6NAhoq2tTdhsNlFXVycuLi4kNzeX1NfXS10O1dXVhMfjER6PRx48eEDZ0Nlv9u/fTwoLC4mJiQlhs9lEVVWV+Pr6kpqaGsLj8Uh2djbJzs4mN2/eJKampoTNZpMBAwaQUaNGkUOHDlHXw8PDyZAhQ4iCggKZNGkSSU5Opq49efKEPHnyhGRnZxNbW1sRvxZc19LSEqmr1NRU0tzcTKXg4GCRe4KDg0lUVBTR0dGhytHV1ZUUFxdTcm/evBGb3N3diaurq8R7uutTERERZPjw4URRUZHo6uqSHTt2UHJFRUW0ydfXlzg5OZGioiKyefNmoqmpSRQUFMjgwYPJp59+Sm7cuEGKiook9n91dXXEycmJsNlsoqWlRY4fP057X0tLC2lpaRHbNltaWoi2trbItcePH5OWlhbS2tpKJUE77pw2bdpEWltbSUJCAjE0NCTy8vJk/PjxJC8vj5KTtm01NDSQhoYG8ujRI1r5gwcPkqioKGJgYEA4HA4ZNGgQmTZtGrl16xYlW1tbS2pra8nDhw9pdezfv5/U1taSsLAwoqenRzgcDtHR0SHffvstJVtSUiKS/Pz8iJOTE/W5a/kAoJXrrY73jZGREbl169Z7SdbW1u8tX/0I6X4YVHHr5N2lO0sZkuiLo0lycnJSyfdFtFNpI3RKegLrLs+ePZNKvi8ilUpaPnhfCJ4upUHaaKeS3hHRXboe5+wpH0LU1754mhT3Ar/u0hdRX6XNx4cQ9fU//5E+kkVf9Nf/qw24nenOUmVfYmxsjN9+++29/Jafnx/S0tLey28xrytnYGBgYGD4gGD2bDAwMDAwMDAw9BBmsMHAwMDAwMDwTmEGGwwMDAwMDAzvFGbPBgMDAwMDwwfC/+Ltnu8DZmaDgYGBgYGB4Z3So5kNQZjq3iIpEFh36IujVIqKilLJvy1KY3eQ9thoD04ri0Xa47N9EQ1U2roApD+K3Bdl2d3XdYujO1Ff38abN2+k1iEt0h5l7ov4LV3fXNlT+uI4trTH68XFceoJ8vLyUsn3hT/x+XypdXTnhXGS+BDaRW9gZjYYGBgYGBgYGHoIs2eDgYGBgYHhA4KZ2WBgYGBgYGBg6CG9Gmw8efIEP//8M4KCghAaGioU3vnhw4fYuXMnNm7ciLCwMKFQwZ3x8vKChYUFDAwMYG9vj+PHjwMA8vLyMGPGDBgbG8PY2BiLFi0SinbZlZKSEowcORIBAQEAOiKMzpo1C6NHj4a1tTVWr16NmpoaEbnW1lb4+vrCwsIC2tramDhxNXYJUgAAIABJREFUIq5cuQIA+PPPP6GtrU0lTU1NDBo0COnp6UI6Dhw4AEdHR6ioqMDDw4P6Pjo6Gurq6lRSVVWFoqIiHj58KCLv4OCAjz76CKtWrRK61tzcjLVr10JbWxtDhw7F9OnTafO/f/9+2NvbQ1lZWUSHgNDQULDZbFy7dq3P5TtTWloKExMTqi46ExgYCH19fbHRR728vDBq1Cjo6+vDzs6O8of79+9j0aJFMDY2homJCdzd3WlfSd3a2govLy+YmZlh2LBhcHBwwOXLlwEAqampcHJygo6ODoYPH44vv/yS1id8fHxgaWkJIyMjODg44MSJEwA6IqwOGzYMBgYGVIqMjBRbDr31ya46DA0NsXbtWuq72NhY2NvbY+TIkVi5ciUaGhpoZX18fGBlZQVjY2M4OjpS+QA69gMEBwfD3NwcI0eOxIIFC0TkpfWJvvDrrpSWlmLu3LlQU1ODlpYW/Pz8JO7hEviDqakpNDQ04ODggH/++QdAx76MpUuXwszMDEpKSrh582a3bMjNzcWMGTOgqqqKkSNHIjY2tltyAn766SeMGTMGcnJyWLZsWbdkxNVFWVkZ2Gw2VFVVqbRz585uy3dGUl32RbsCAE9PT5ibm2PEiBGwtbUVilh748YN2NvbQ1dXF5999hkqKipo7fDx8cGoUaOgra2NCRMmUHaUl5dDRUUFWlpaVNq9e3e3bXj9+jVWrFiBMWPGQF1dHcnJybR5YJCOHg82+Hw+fvvtN5iamiI0NBSLFi3C8ePH8fTpUzQ0NOD48eOYN28edu7ciTlz5uDo0aO077f39fXFvXv3UFBQgKioKISHhyMjIwNDhgzB4cOHkZubi+zsbEyfPh1r1qwRa8/WrVuFQksbGBggKioK6enpuH37NnR1dbF582YRuba2NgwbNgxxcXEoLS2losOWl5fD2dkZ5eXlVNq1axd0dXVhYWEhpGPo0KHYsGGDSORHFxcXPHnyhEqRkZHQ09PD6NGjReQDAwPx5Zdfitjn7e2NZ8+e4f79+6isrER4eDht/iXpAIDi4mLExMRgyJAh70S+M1u2bBGqCwFpaWkoLy+XKOvj44PU1FQUFhbijz/+QFhYGDIyMtDQ0IAvvvgCqampSEtLg6KiotA/YAFtbW3Q1NTEhQsXUFFRgU2bNmHZsmUoKytDQ0MDli1bhszMTGRlZWHAgAHw9PQU0eHt7Y2UlBTk5eUhKioKu3btEhpI5+bmoqCgAAUFBfD39xebl976ZGc2b94s5G/5+fkIDg7G3r17kZaWBgUFBWzatIlW1tvbG3fu3MHjx4/x+++/Y/fu3VQ+NmzYgIaGBly/fh1ZWVnYsmWLiPy79Knu+nVXfH19oaqqivLycqSmpuLGjRs4cOCA2PsF7TshIQGVlZUICQmh/AEAPv74Yxw6dAjq6urd+v22tjYsXLgQs2bNQk1NDX755RcsW7YM+fn53ZIHAA0NDWzatAlubm7dlnlbXXC5XPB4PPB4PAQFBfVY/m112RftCuiov7S0NBQVFeHIkSNU+66rq4ObmxsCAwPx+PFjjB49mnZQJKjP+Ph4lJaWIjg4GCtWrBDqV0pKSlBRUYGKigqsX7++2zYAwLhx4/Dzzz9DTU2N1v73jeD467tO75Me79l4+vQpnj9/jgkTJqBfv34wMDCArq4u0tLSYGpqCgUFBerUiampKVgsFurq6kQCPXUOyibIeFlZGSwsLKgdyIQQyMjIoKSkhNaWuLg4KCkpwcrKiupEugakkpGRoa51hsPhIDAwkPo8Y8YM6OjoID09Hdra2kL3RkdHw8XFRaRynJycAAAPHjyQeDrj+PHjWLJkiUT5qqoq6vv8/HwkJCQgPz+fOrliaWlJq3vevHkSbfD398e2bdto/0H3hbyA+Ph4KCkpQV9fX6i829ra8O2332L37t2YPXu2WPnOobEF/lBaWkqVkQA3Nzd89tlnIvIcDkeos505cyZVn111rFy5Ep9++qmIjq6BAgU2fPTRR2Lt7oo0Ping/PnzIjpiYmIwZcoU2NjYAOgIGz516lQ0NjaKnOoR17Y4HA4uX76M1NRUqj3SDQ6l9Ym+8OuulJSUYM2aNZCXl8eQIUMwY8YM5OTkiL2fw+EgODiY+jxr1izKH3R0dODl5QWg+6fL8vLywOVy4efnh379+mHSpEmwtbXFiRMnsHXr1m7pmD9/PoCOwXdlZWW3ZN5WF9LKv60u+6JdAeLbd0ZGBoyMjDB37lwAHaHoTUxMUFBQAAMDAyE7Nm7cSH2eMWMGtLW1kZ6eLvIQJw5xNlhYWFAz031x2pCBnh7PbIg7KlhTUwMtLS2oq6sjKysL7e3tyMzMRP/+/TF06FBamY0bN0JPTw+Ojo5QU1PDlClTqGtGRkbQ1dVFSEgIfH19RWRfvnyJffv20Y7mq6urMXr0aJiamuLw4cNYuXLlW/P19OlTFBUVCTkk0DGFfvv2bbi4uLxVBx3l5eVITk6Gq6trt2VSU1OhpaWF7du3Q1tbG2PHjkVMTEyPf/vs2bNgsViYOXNmj2V7Ii+pLn7//XeMGzdOpFzpCAwMhJ6eHhwcHKCuro6pU6eK3JOSktKt6MFPnz5FYWEh7XHr27dvi7UnKCgII0aMwIQJE0R80sbGBtbW1vD390d9fb2IbF/45MuXLxEZGYmQkBCh7/Pz84XyoqOjA1lZWbED8eDgYOjr61P5mDx5Mh4+fIhhw4Zhz549MDc3x5QpU3DhwgVaeXFI41PS+LWPjw9Onz6N5uZmVFVV4eLFi91eggEk+0N3oOv3CCHIzs7ulb6+wsjICPr6+li1ahVqa2t7JNubuuxtuwI62reuri7s7e2p9p2XlwdTU1PqHg6HAx0dHYlL5wI7uvbXFhYWMDU1hZeXF+rq6rptw4fIv3Fmo8eDDXV1dSgqKuLatWvg8/l4/PgxioqK8Pr1a/znP//BmDFjcPToUaxfvx5Hjx6Fs7Oz2HPnYWFhKCwsRExMDD755BOhc/Z5eXnIz8/Hjh07YG5uLiIbGRmJRYsWQUNDQ+SahoYG0tPTkZaWhoCAAIwYMUJint68eQMPDw8sXrwYhoaGQteio6Nha2sLHR2d7hSPCCdOnICdnV2PwhRXV1cjJycHAwcORGFhIfbu3YtVq1bh8ePH3dbR2NiILVu20K5d9rX8vn374OzsLFIX1dXVOHny5FtnRQSEh4ejsLAQsbGxIv4AADk5Odi7d+9blyDevHkDd3d3LFmyRKQ+s7KyEB4ejm3bttHK7ty5E/n5+Th37hxmzZoFFosFFRUVJCQk4O7du7h48SIaGxvh7e0tItsXPrlnzx5aHc3NzSKzgwMGDEBjYyOtnh07diAvLw9nz56l8sHlcpGXl4cBAwbg/v372L59O/z9/VFQUECroyvS+pQ0fu3o6IicnBwMGjQIenp6sLa2FnmyFofAH1xdXUX8obsYGRlBVVUVe/bswZs3b3D58mXcvHkTzc3NvdInLYMGDcLNmzeRl5eH5ORkNDY29mh5pjd1KU27Ajrad1FREc6fP0+176amJhG/VlJSEuvXAjs699cqKiq4evUqMjIykJiYiMbGRrH7U+hsYHg/9HiwISMjgxUrViA3NxebN2/G9evXMXr0aCgrKyMvLw9xcXHw8vLC7t274e3tjejoaKGpVDp9NjY24HK5+OOPP4SusdlsfPnll/D19RUatefk5OD27dtYvny5RFuVlZUxf/58eHh4iN1M1t7ejjVr1oDFYtGuHwuWUHrLyZMn8fnnn/dIRl5eHrKysggMDASLxYKjoyPGjx+Pq1evdlvH9u3bsWTJkh4Ncnojn5OTg+TkZNq6CA0NhY+Pj0hnIglx/lBSUgJXV1ds27YNH3/8sVj59vZ2rFq1CiwWCxEREULXioqKsHDhQoSHh8POzk6iDePGjQOXy8WRI0fA4XBgYWGB/v37Q1VVFaGhoUhKShLai9QXPpmdnY3k5GSsWLFCRI7NZot0wHRLKJLyIfArPz8/sFgs2Nraws7ODklJSRJtFiCtT/XWr9vb2zF79mzMmzcPDQ0N4HK5ePbsGe0MEp3sypUrISsrK+IPPUFWVhZnzpzBxYsXoa2tjX379mHhwoXQ1NTstU5pUFRUhLW1Nfr37w91dXXs3bsXV65c6fYL5npal33RrgDh9h0VFQUOhyPi1y9fvhTr1+3t7Vi9ejVkZWWxa9cuAB1lYWlpif79+0NNTQ27du1CYmKi2LLoasOHxvua1fjg92wAHU9pnZ/svv/+e4wdOxbV1dUYMWIEtedBW1sbOjo6yM/Px7BhwyTq5PP5tCcV2tvb8erVK3C5XOpp8O7du6isrISjoyOAjqc+Pp+PwsJCnD9/Xki+ra0NdXV1aGxsFHlrJiEEvr6+4PF4OHXqFGRlZYWu3717FzU1NdR6Yk+5c+cOuFwutW7aXczMzHr1e51JTExEdXU1Dh48CACora3F0qVLERAQgK+//rrP5O/evYuqqiqMHz8ewH/rYu7cuaioqEBaWprQIM7Z2RnffPPNW8u0ra2N8oeKigo4OzvD398fzs7OYmUIIfD29gaPx8Off/4pVJ/l5eWYN28e1q9fj8WLF781/0CHT9LtrRA00s5T633hkykpKaisrKQ6bIGOgoICTJgwAbm5uUL5ef36NfT09N6aj7a2NpSVlfVo2YEOaX2qt35dX1+PiooKeHp6Qk5ODnJycvjqq6+wZcsWhIWFiZUjhMDLyws8Hg9nzpwRad89xdzcnDqxBgATJkzAF198IZXOvoLOJyXRk7rs63YF/Ld9GxkZ4fTp09T3TU1NKCsro10qJYTAx8cHPB4P0dHRYuuzu/9EO/cxDO+eXg02qquroaqqCkIIkpOT8eLFC4wbNw6lpaW4evUqqqqqMGzYMFRWVqK4uBj29vZC8rW1tbh16xamTZsGeXl53LhxA+fOncMvv/yCpKQkqKiowMTEBM3NzQgPD8fAgQNhYGCA9vZ2AMDixYuFNhseOnQIVVVV+O6773Dp0iVq0+qzZ8+wY8cOmJqa0r6ee926dcjPz8fZs2dpX3t96tQpzJ49W+yTeVtbG9ra2tDe3g4+n4+Wlhb0798f/ft3FOvx48fh5OT0Vnk+ny8k7+DgAC0tLURERGDdunVITU3FzZs3ERoa2m0bEhIShF7V6+joiPDwcJF/ONLKd62Lw4cPo7KyEt999x0AUHUGALa2tjh48KDIei+Px0NycrKIP+zfvx9cLhcLFy7E8uXL8dVXX9GWowB/f3/k5eUhNjZWqD6rq6sxZ84cuLu7084aAB0+mZycjKlTp0JeXh43b95ETEwMfv75Zzx48ABKSkoYPnw4Ghoa8M0338DW1lbotfN94ZOurq6YM2eOkI7Kykps374ddXV1mD9/Pu7duwczMzPs3bsXM2bMEHkCpMtHbGwsfvrpJ9jY2EBDQwM//fQTvL298fDhQ9y5c0fkVEtf+ZQ0ft2ZwYMHQ09PD7/++isCAgLQ2NiIo0eP0m5u7YzAH86fPy/SvltbW6l/zK9fv0ZLS8tbXzOemZlJ9UMHDhwAl8sVe8qDDnHlIugvJMl0rYsHDx5AWVkZ+vr6ePbsGdatW4fx48eLvN5b2roEpGtXQEf7vnXrFqZPny7SvseOHYvvvvsO8fHxmDp1Kvbu3YuRI0cKbQ4V8PXXX1NLnJ3tSEtLw8CBAzFixAg0NDRg48aNcHBwgJKSEpVHSTYAwv7w5s0byh/+Vy/X+je+1AukB0RGRpLIyEgyadIkoqCgQFgsFjE2NibBwcHUtfnz55PBgwcTOTk5oqKiQubOnUtd43K5hMvlkszMTPLxxx8TJSUloqioSIyNjcnu3bsJl8slBw8eJCNGjCBsNpuoqKiQyZMnk6tXrxIul0uKiopok6+vL3FyciJFRUVk8+bNRFNTkygoKJDBgweTTz/9lNy4cYO6t66ujtTV1ZH09HQCgMjJyREOh0OlAwcOkLq6OlJVVUWUlJTI2bNnKZm6ujrS2NhIpaCgIAJAKAUFBZHGxkZSW1tLBg4cSOLi4oRkGhsbSVNTE2lqaiLBwcEi8sHBwaSpqYmkpqaScePGETabTYyNjcnJkycpuebmZiqJ09H5nubmZqKtrU3i4+NFvu+tfGFhIW3y8fEhc+fOpb0GgFy5coX6XFNTQ2pqakhWVpaIP0RERJCamhqybt06AoCw2WyhJJB9/vw5ef78OcnMzKStz0OHDlH11Pl7DodDnj9/TqqqqkhVVRV59OiRiA27du0iVVVV5OeffyZaWlpEQUGBqKmpkQULFpCHDx9SstL6ZGlpKW3y8/Mj8+bNoz5///33RENDgygoKJCpU6eS9PR06lplZSWprKwkGRkZxMbGhsqHkZERCQ8Pp65fvXqVWFlZEQUFBWJgYEAOHTpEKisr+8QnpPXr169fi0337t0j48ePJ8rKymTQoEFk/vz5pLKyUuS+Fy9ekBcvXpCsrCyx/vDixQuira0tYmNmZiZpbW0Vm/z9/YmysjLhcDhk+vTpJDs7m/Y+cWzZskXkN7ds2SJyX3fqIioqiujo6BA2m03U1dWJq6srKS4u7rP2LW27ev78OXny5Al58uQJyc7OJra2tiLtW3D99OnTRF9fn8jLyxM7OzuSmppKXauvryf19fUkIyOD1o5ff/2VHDp0iGhra1Nl4eLiQnJzc0l9fX23bdDS0hIpJ4Ed75uRI0eStLS095Ksra3fW776EdL9SFT79u3r7q209GSajY6+2IwlbQAyaYMsAdKPWj+EUe+/JRCbpI1o3aWlpUUq+b44bifp6bg7qKioSG1DD7oSWqRd5gCkr4u+aN/Sbjrsi0Bs0tIXAcykrQtAep/oi3y873dvmJiY4OjRo+/ltzw8PJCWlvZefot5XTkDAwMDAwPDO4UJxMbAwMDAwPAB8SHMXvc1zMwGAwMDAwMDwzuFmdlgYGBgYGD4gGBmNhgYGBgYGBgYeggzs8HAwMDAwPAB8W+c2ejRYKMn0S/paGpqkkqez+dLJQ8Iv2TqfyHfF3wINsjLy0utQ9wr5HuCtMdG++J4nrR++Z//SD/BKK0NDx8+lNoGuhhGPUHao7OA9EeA++KopLT/KPrCJ6Uth75om9LaAEjv132RD4a+gVlGYWBgYGBgYHinMMsoDAwMDAwMHwj/iyBp7wNmZoOBgYGBgYHhndKrwQaPx8PevXvh6ekJX19fHD16FHw+H3l5efDw8BBKy5YtQ2pqqlhdpaWlMDExQUBAgMi1wMBA6OvrS4zMV1paCnNzc6xbtw4AcODAAVhaWlJp1KhRMDY2Rn19vZBca2sr/Pz8YGlpCV1dXUyaNEkoouPRo0cxduxY6OjoYNGiRaipqRGR9/LygqmpKTQ0NODg4IB//vkHQEdgp6VLl8LMzAxKSkq4efMmre3S6mhtbYW3tzfMzMygqakJR0dHXL58WeS+sLAwKCsr4/r16+9Eh4+PD6ysrGBsbAxHR0ecOHGCuvbq1SsEBwfD3NwcI0eOxIIFC2jLQlodBw4cgKOjI1RUVODh4UF9Hx0dDXV1dSqpqqpCUVFR4h6FkpISjBw5kvLJO3fuYNasWRg9ejSsra2xevVqEX/oTGlpKczMzCifBDoilwYEBMDa2hpjxox5a5TUkpISGBkZYe3atQCAp0+fwt3dHTY2NtDT00NlZaVYWT8/P4wZMwampqaYOHEiTp48SV2Lj4/H5MmTYWJigilTpuDSpUu0Oq5cuQJXV1dMmTIFzs7OSE9PR0lJCdzc3DBz5kzMnDkTfn5+KCkpEZGV5NcAcP36dVhbW0NdXR2ffvopysvLRXRIW5/79++Hvb09lJWVsWrVKto8hoaGgs1m49q1a7TXxdkAAH/99ResrKwwZMgQWFtbIy4ujlZHV0pLSzF37lyoqalBS0sLfn5+YvcVtLa2wsfHB6NGjYK2tjYmTJgg1Dabm5uxbt066OvrQ0dHB59++imtDmnqorW1Fb6+vrCwsIC2tjYmTpxI9ZN//vkntLW1qaSpqYlBgwYhPT39neiQpr8GOvoYS0tLGBkZwcHBgepjKioqMGzYMBgYGFApMjKStk7eF0yI+f/j6NGjGDBgAPbt24fm5mZERETg2rVrmDZtGn799VfqvtzcXHz//fcSozNu2bKF9npaWhptJ9SV7777Tmhj2urVq7F69Wrq848//ojU1FSR2A9tbW0YNmwYYmNjoampiStXrsDd3R03btxARUUFduzYgXPnzmH48OEICQnBqlWrhEKFC+QTEhKgpaWFS5cuYdmyZbhz5w6GDh2Kjz/+GJ6enhKjQkqrQyB/4cIFaGlp4Z9//sHy5cuRnJwMHR0dAB3/tM6fP48hQ4a8Mx3e3t6IiIiAnJwcCgsL4ezsDDMzM4waNQobNmwAn8/H9evXoaysjOzs7HeiY+jQodiwYQOuXLkitMHOxcUFLi4u1Odjx44hPDwco0ePprUDALZu3SrkkwYGBoiKioK6ujpaW1sRGRmJzZs3U+G5u/Ltt9+KbJb08vKCubk5rl+/Dnl5eRQUFIj9fQDYvHmzkA39+vXDhAkT4OnpKXbA1vm3du3aRZXl4sWLYWZmBlVVVaxduxaHDh3CxIkTce3aNXh6eiI5OVlI/t69e/jll1/w3XffwcTEBHV1dQA6NgWHhoZiyJAhaG9vx9mzZ7FlyxYcOXJESF6SXysqKuKLL77Ajz/+iFmzZmH79u1YtmyZyD98aetz6NChCAwMFJEXUFxcjJiYGLE+LcmG6upquLu7Izo6GtOmTcOlS5ewdOlSZGdnvzWOhq+vL1RVVVFeXo6GhgbMmjULBw4cgLe3t8i9gnKMj4+HpqYmLl++jBUrVuDWrVvQ1taGv78/2trakJKSgo8++giZmZlidfS2LgTycXFxlA1ubm64desWnJ2d4ezsTN174sQJ7NmzBxYWFrQ29IWO3vbXgGgfs3DhQpiZmVEHH3Jzc/tkUysDPb0qWR6PhylTpoDFYoHFYsHMzAxVVVUi9yUnJ2PMmDFigxvFx8dDSUkJ+vr6KCsro75va2vDt99+i927dwuF7e7KhQsXMGDAAFhaWgrJCyCEIDY2Fl5eXiLXOBwONmzYQH2ePn06dHR0kJGRgbS0NMyZMwfGxsYAOkIbm5ubo6SkhPqOw+EgODiYkp81axZ0dHSQnp4OHR0d6jclnZaQVgeHw0FQUBD1eebMmdDW1qbkAWD9+vXYunWr2CfpvtBhZGRE/S0YMZeVlYHD4eDy5ctITU3FgAEDAEDswFNaHU5OTgCABw8eSAwSd/z4cSxZskTsqD4uLg5KSkqwsrKifGrw4MFC98jIyND6G/Bfn7a0tKQGy7du3UJNTQ2OHTtG1aWJiYlYGwU2WFtbU7N6qqqqWLp0abd21xsaGlJ/C/JZVlaGtrY2KCkpYdKkSQCAKVOmgM1mo6ysDOrq6pTMb7/9huXLl8PMzIz6bQGCOiCE4D//+Q/tDIskv66vr4exsTE+++wzAEBQUBD09PSQn59PtS1A+vqcN2+eRHl/f39s27aNmjmiQ5wNVVVVGDhwIBWOfebMmWCz2SgpKXnrYKOkpARr1qyBvLw8hgwZghkzZiAnJ4f2Xg6Hg40bN1KfZ8yYQbXN1tZW/P3338jKyoKSkhIA0A6ge1sXenp6lHxgYKCQDQJ5bW1tod+Kjo6Gi4uLSF30lY7e9NfDhg2jZDr3MUBH2ygtLZX6lOW7gNmz8X9MmzYNd+/eRWtrK549e4bMzEyRJ7nW1lakpaXB3t6eVsfLly+xb98+oX90An7//XeMGzdOqPPpSmNjI3744QehxtiVtLQ01NXVUZ2CJJ4+fYqioiIYGxuLHMETfH78+LFE+cLCQowcOfKtv/WudAjyIJCPiYmBrKxst/IvrY7g4GDo6+tjwoQJUFNTw+TJk/Hw4UMMGzYMe/bsgbm5OaZMmYILFy68Ux2SKC8vR3JyMlxdXWmvS/LJ6upqjB49Gqampjh8+DBWrlwpco84n0xPT4eenh4CAwMxbtw4zJ8/H/fu3RNrw969exESEtKLHP6XkJAQGBkZYfLkyVBTU8OkSZMwatQo6Ovr4/Lly+Dz+bh06RJYLJaQv/H5fDx+/BgNDQ1YtGgR5s2bhz179qC1tZW6Z8aMGZg8eTIiIyMlztwJ6OzXubm5Qn0Fh8OBnp4ecnNze5zHt9WnOM6ePQsWi4WZM2f2+DcBwMrKCkZGRrhw4QL4fD7i4uIgJydHDc4k4ePjg9OnT6O5uRlVVVW4ePFit9tn5z7q/v370NLSQlhYGPT19WFvby/yJC9OhzR10dmGzlRUVOD27dtCs07vS0dP+uugoCCMGDGC6mOmTJlCXbOxsYG1tTX8/f1Flt0ZpKdXgw1jY2NUVVVhzZo18Pf3h66uLqysrITuSUtLg6KiotgBw759++Ds7AwNDQ2h76urq3Hy5EmJTxwC+QULFmDo0KFi7zl37hxmzJgBDocjUdebN2+wZs0auLi4wMDAAFOnTkVsbCyys7Px6tUrREREoF+/fmJDP7958wbu7u5wdXUVeqrsCdLqePPmDVauXIklS5bA0NAQjY2N+O6777Bz5873omPHjh3Iy8vD2bNnMWvWLLBYLHC5XOTl5WHAgAG4f/8+tm/fDn9/f7FLCH2hQxInTpyAnZ0ddHV1aa9HRkZi0aJFIj4JABoaGkhPT0daWhoCAgIwYsQIkXv27duHhQsXivhkTU0Nbt26BRsbGyQnJ8PNzQ1r1qyh7dD27t0LFxcXWht6QmhoKHJycnDmzBnMnDkTLBYLMjIymD9/Pnx9fWFgYABfX1/s2LEDbDabkquvr0dbWxsSExPxyy+/ICoqCgUFBYiKiqLuuXTpEi5duoSAgIC3+mpXv25qaqKexAUoKSmhsbGxx3l8W33S0djYiC1btmD37t09/j0BMjIycHV1hZubG1RUVOANbqX6AAAgAElEQVTm5oYffvjhrf0MADg6OiInJweDBg2Cnp4erK2tqRkUSbx58wYeHh5YvHgxDA0NUV1djdzcXCgpKSEnJwe7du2Cl5cX8vLyJOqQpi662tCZ6Oho2NraUrOh3c1Hb3X0tr/euXMn8vPzce7cOaqPUVFRQUJCAu7evYuLFy+isbGRdlnrffJv3LPR48FGe3s7IiIiYG1tjV9//RU//fQTmpubcfr0aaH7kpOTYW9vT5uhnJwcJCcnY/ny5SLXQkND4ePjQ03X0pGbm4s7d+5g2bJlYu9paWnBxYsXqelUSfnx9PSErKwswsLCAADjx4/Hhg0bsHz5clhZWUFLSwuKioq0A5v29nasXLkSsrKyiIiIkPhbkmyQRkd7ezs8PDzAYrGoTnTnzp1wcXHpdkfcFzpkZGQwbtw4cLlcHDlyBPLy8pCVlYWfnx9YLBZsbW1hZ2eHpKSkd6pDHCdPnsTnn39Oey0nJwe3b9+m9cnOKCsrY/78+fDw8BBa0hDI0/mkvLw8NDU14ezsDFlZWcyePRtDhw7FgwcPRGwQDEb6AhkZGYwdO5Zawrl16xZ27tyJ6OhoFBYW4vTp0wgMDBTaAyNY8ly4cCEGDx4MZWVluLi44M6dO0K6FRQUMG/ePGzbtg3Pnj2j/X06v+ZwOHjx4oXQfS9fvoSiomKP8yepPsWxfft2LFmypEcDlK4kJibim2++wd9//41nz57h4sWL8PLywqNHjyTKtbe3Y/bs2Zg3bx4aGhrA5XLx7Nkz2pm0rnKrV6+GrKwsdu3aBQBUu1i3bh1YLBbs7e3h4OCAxMREsTqkqYv29nasWbMGLBYL4eHhItcFyx9vy0df6JCmvwZE+xgOhwMLCwv0798fqqqqCA0NRVJSEl6+fCnRFoae0eM9G01NTaivr8fUqVMhKysLWVlZODg44OzZs5Sj1NXV4fHjx2IHA3fv3kVVVRXGjx8PoGNXNZ/Px9y5c1FRUYG0tDQhZ3R2dsY333xD7bYWyAvWngXyn332Gc6dOwcA+Oeff6CsrAwbGxuxeSGEwM/PDzweDydPnoSsrCx1bcWKFVixYgUAoKioCJGRkSLLG4QQeHl5gcfj4cyZM0Ly3UVaHYQQeHt74+nTp/jzzz8p+aSkJFRXV+O3334DANTW1mLZsmVYu3atyKxRb3S4u7uLtamtrQ1lZWU9Wr55Fzo6c+fOHXC5XLGDz7t376KyshKOjo4A/utThYWFItPTbW1tqKurQ2NjI5SVlQF0bKqsqqrCxIkTReQ///xzsSceOpOSkoLKykpq6VGgY/bs2YiPj+9t1qmyfP36NWxsbKg9LxYWFrC0tMStW7eotqWkpAQ1NbVuPfW0t7ejpaUFPB5PZN1bnF+PHDlS6KRRU1MTdfqnJ7ytPsWRmJiI6upqanNvbW0tli5dioCAgLeeEBLw6NEj2NnZUbO51tbWGDt2LBITEyVuhq+vr0dFRQU8PT0hJycHOTk5fPXVV9iyZQv1j7MrhBD4+PiAx+MhOjqaKkdTU9Nu51nauiCEwNfXFzweD6dOnRLpo+7evYuamhrMnTtXog19oUOa/rorfD6fdu+VwPf74o22vYXZs4GODWKqqqq4du0a+Hw+mpqakJycDC0tLeqe27dvQ19fX+xmqcWLF+PatWuIi4tDXFwclixZgokTJ+L333/HlStXEB8fT10DgIMHDwr903FxccHly5cRExODmJgYLF68GBMnTqT+KQIdew2cnJwkVtr69etRUFCAY8eOQUFBgfq+paUFubm5IOT/sffm8VTm////Q3KUI7SK5FDWJEQppGhvptIi7SslW7QQpqY9ytIyU83UTHvRNFnTokamSKE0kmxZs4SS0KFzzvX7w/dcH8dZLOc0727zu+6323W7Odfrej69Xs/Xcr2u1/YkUFZWhs2bN8PJyYl8sXDx8vJCTk4OwsPDeeSB1jUr3BXsLS0tYDKZAguvuDo2b96M3NxchIWF8chHR0fj8ePHePjwIR4+fAgVFRUcOXJEYCdBHB01NTWIiopCY2MjuWMkKioKlpaWMDc3h6qqKn766SewWCykpqbi8ePH5AtZkjpYLBaYTCY4HA7YbDaYTCbPyMPly5cxd+5coSNmixcvRkJCAmJjYxEbG4slS5bAxsYGZ8+exZ07d/DmzRtwOBzU1tbiwIEDMDAw4CkPDg4OuHfvHqKiohAVFUWWyd9//x1Tp05FfX09bty4ATabjdu3b6Oqqopv6nHJkiVITExEXFwc4uLisHTpUtjY2OD8+fNkeWhpaSH/bruOoq0to6OjSVsmJiYiOjoaFhYWMDIywtOnT8mRjJcvX+Lp06d8jfKsWbNw/fp1fPjwAfX19bh27RosLCzw9OlT5ObmkvX++PHj6NOnj8Bhb2Hlevbs2cjOzkZUVBSYTCYCAwNhYGDAN6Qubn4Kk4+Li0NqaipSUlKQkpICFRUVHD9+nG9rqygdo0ePRnJyMjmS8eLFCyQnJ3e4ZmPAgAHQ1NTEL7/8AhaLhbq6Oly8eFFkB2XLli3Izc3FlStXeOxoYWEBNTU1hIaGkjtSkpKSYGtry6dD3LzYunUrcnNzcfnyZb42CgDCwsLw/fffixyNloQOcdprQW1MZGQkLC0t8ezZM+Tn54PD4eD9+/fYsWMHxo8fzzfFRCEe3dqN4ubmhitXriAuLg49evSAnp4ezyKtpKQkzJw5U6h87969eQqLnJwcZGVl0b9/f4HP9+3bF7169SLPyRckz517A4CqqiqkpKTgxx9/FBqH0tJSnD9/HrKysjxfCcHBwZg6dSqcnZ1RVFQEOp2OJUuW8A11lpSU4Pfff4esrCy0tbXJ+0eOHIGDgwNMTU3J3Qjc1d6ZmZk8DXN3dXA7diUlJTh79ixkZWV5Vlpz1x60pUePHlBSUuIbIu2uDu68rpSUFC5cuABfX19wOBwMGTIEu3btwvTp0wEAv//+O7Zt24aff/4ZampqOHLkCLS0tHj0SkJHYGAgz9qSsLAw+Pr6wt/fH0wmExEREbh06RKE0b5M0el0skxWVlbiwIEDqK2tBZ1Oh7m5OU6ePClSnlumuWXy5MmT2L17N/bs2YNhw4bhxIkTfNuxRcUBAM/6pylTpgAA3zkXUlJSuHTpEvz9/Ulb/vjjj2Rn3dPTExs3bkRNTQ369esHV1dXWFtb8+wqWbNmDT5+/IjFixeDRqPB1tYWq1atQlJSEkJDQ1FdXQ1ZWVno6ekhJCSEb7dZR+X64sWL2Lp1K5ycnGBmZoazZ8/y5Ye4+RkQEIADBw6Qv69evQo/Pz/88MMPPM9JS0sLrBcdxcHPzw/Lly/Hu3fvMGDAAGzdupVnsaEwwsPDsXXrVgQFBUFaWhoTJ04UOnVaWlqKc+fOQVZWlqdDGBISAnt7e1y6dAmbNm3C0aNHoaamhhMnTvB1FMTNi7ZxaLuDKjg4GPb29mAymYiMjORZ0yMqHeLoEKe95rYx27dvB4fDgZqaGnbv3o3p06cjMjISAQEBqKmpQZ8+fTBhwgScOHFCaFwouocU0YWxIu4XVnexsrISS14SjtjaN/BdRdg23n+Tb8ERW3cW9H0N2o82dZWqqiqx4yBuuezO9Ft7xHXmJuqQsM4iriM2STikE1eHJOoWjUYTS14SdetbcEgnCcTND+5IoDiIu1i7qxgYGPCtgfxarFq1CmlpaULDHzx4gB07dsDAwACLFy9Geno6CgsL8eXLF5w6dapL0z3UceUUFBQUFBTfCP/WTpTOdBSkpKQgLy8PJpMJVVVVPHv2DD/99BMMDQ3x6NGjLqWLOi6NgoKCgoLi/4dUV1fDzMyM/L1+/Xqe4/0nTJiAiRMnoqqqCkuXLiVHLxkMRpdHQ6nOBgUFBQUFxTfEv7UbZeDAgSKnUbjTkn379oWioiJqamoAtK4FErWwWRBUZ4OCgoKCgoKCjxs3buDOnTuoq6uDh4cHnj17hk2bNqG5uRkuLi5d0kV1NigoKCgoKCj4mD9/PubPn0/+bn/kQFegOhsUFBQUFBTfEP/FQ7261NkYM2aMWP+srQ+G7iCJbUyCDkLqCpIoBOLqEOVJtrOIawdJbEOWhLfFznhBFYWws126wrfglrqurk4s+W/BDu2Pzv5fxEHcrdQAyHnt7iLu1llA/HohiTaGeyChOIg65KszSKKdopAM//tWkoKCgoKCgoLkvziyQZ2zQUFBQUFBQfFVoUY2KCgoKCgoviGokY3/x+rVq2FiYgIzMzOYmZmRHiMBIDY2FlOmTIGZmRnc3d2FziW7ubnB2NgYOjo6sLKywuXLl/meCQ4OhqqqKv7++2+hcSksLISOjg6PJ1OuEy99fX04OTkJjYO7uztGjx4NPT09TJgwgccD4ufPn+Hn5wdDQ0Po6+tjwYIFPLLNzc3YtGkTjI2NwWAwYGNjg3v37pHhkZGRGD9+PBgMBiwsLBAXF8f3/5ubm+Hh4QEjIyOoq6tj0qRJpI4//vgD6urq5KWmpob+/fsjIyODR97NzQ0jR46EmpoaJkyYgPj4eL7/ExAQACUlJTx48ECgHVxcXGBoaIjhw4dj/PjxPD4n/v77b1haWkJDQwPz5s1DaWkpn/ymTZtgZmYGAwMDTJo0CVevXiXDrl69Cmtra+jr62PlypUCjwdvbm6Gq6srDAwMoKqqCisrK9y9exdA6zqdFStWYOTIkVBQUMDDhw8FpkGULV6/fo1JkyaBwWCAwWBg7ty5eP36daflO2vLU6dOYcKECejXrx+PY6/w8HAoKyuT18CBAyEvL4/nz59/FR3ilOu2FBUVYdSoUdi2bRt57+LFi5g8eTJMTU2xYMECpKen88mdPHkSlpaWUFJS4jkgqLi4GHJychg4cCB5tfU90hZXV1eMGjUKWlpasLCwINuH9PR0LFq0CHp6ehgxYgQcHR2Flilx62d7bG1tQafToaioCEVFRR4/H8IQJx3Nzc1wd3fHqFGjoK6ujokTJ5JlsqSkBP369cPQoUPJ6/DhwwLtII4OceuVJOwAtNYLKysr9O3bl6dMAa3ekT09PaGurg4VFRWhnqLFjQOFeHR7GsXf3x9paWlIS0vDzZs3AQD5+fnYvXs3AgICkJiYiF69emHfvn0C5d3d3fHkyRPk5ubi7NmzOHToEOlFEWht6G7evAllZWWR8di5cyeMjIzI37m5ufDz80NISAjS0tLQu3dvPudLXNzc3PD48WO8fv0aZ8+exeHDh8k4eHt7o66uDg8ePMDLly/5nLqxWCyoqqoiOjoahYWF2L59O9atW4eSkhJUVFRg48aN2Lt3L4qKirBr1y5s2LAB1dXVfDqGDBmCmJgYFBUVwdfXF2vXrkVJSQns7e1RUlJCXocOHYKGhgZPWrnyN2/eRElJCfz9/bFmzRoet8mFhYWIjo7G4MGDhdrQw8MDaWlpKCgowIULFxAQEIAXL16gtrYWa9euhY+PD16/fg1jY2O+ig60VuKkpCRkZWXhzJkzCA4ORmZmJlJSUnD48GGcOXMGL168wNChQ+Hu7s4nz01HXFwcysrK4O/vj9WrV5PpGDduHE6fPi2yLIiyxeDBg3H+/HkUFRXhzZs3mDlzJtauXdtp+c7aUkVFBd7e3lixYgXPfQcHB1RVVZFXaGgoNDU1YWxs/FV0iFOu27Jnzx4efycvXrxASEgIjh49irS0NCxcuBBubm58i/BUVFTg4+ODlStXCtRbUVGB6upqVFdX8znM4uLu7o7U1FTk5+fj/PnzZJmsq6vD8uXLkZqairS0NMjLy/N8aHCRRP0UxLFjx/Dx40d8/PgRr1696vB5cdLBLZOxsbEoKiqCn58fmQYuhYWFKC0tRWlpKU+nUFI6xK1XkrADILpMubm54cOHD0hPT0dZWRkCAwO/Shz+Lb6l48oliUSnUWJjYzFp0iTy+FN3d3fMnj0bjY2NoNPpPM+29TDKTTj3Swpo7cz4+/sLbYyAVhfoCgoKGD16NPlSiIyMxOTJk2Fubg6g1UXzlClT0NDQwOfZUVAciouLQafTER8fj9TUVHI1dPvT0uh0Onx8fMjf06dPB4PBwIsXL6CqqgpFRUXSM+e0adMgJyeHoqIiDBw4sEMdGRkZUFdX5/l/4eHhcHBw4CkgdDqdxz4zZsyAuro6MjIySO+y27Ztw65du7BlyxahdmzrTbRtXrx48QK6urqYM2cOgFY30SNGjEBeXh7peRYAj6dJbvyKi4uRkZGBWbNmkeEeHh4YO3YsiouLebzf0ul0+Pn5kb9nzpxJ2oHBYMDV1RWA6BXyomwxd+5ccpcBQRCQlpbm85YqCVvOnTsXAPDs2TOUl5cLjevly5exZMkSgZVdEjrEKddcbt68CQUFBQwfPpx8Mb19+xZaWlqkK/W5c+di9+7dqK2txaBBg0hZOzu7TqVBFMLKJNc+XNauXUt6RG5Ld+tnW8+okkCcdNDpdGzfvp0nDdwyKaiTKQhxdYhbr7iIm59t68Xbt2/J+7m5uYiLi0Nubi7pEt7ExOSrxIFCPLo9snHkyBFYWlpi2bJlePr0KYDWkY22DZ26ujpkZGRQVFQkUIevry+GDRsGa2trDBo0iHTRHBMTAxkZGZEumz99+oTQ0FD4+/vz3M/NzeVxx8xgMCAjIyO0Evj5+UFLSwsTJ07EoEGDYGtri+fPn2PIkCEIDg6GoaEhJk+eTI7eCOPdu3coKCiAnp4ejI2Noa2tjVu3boHNZiMuLg40Gq3DYde2OtpSWlqK5ORkODg4dEqem/7IyEjIyMgIHVZsi4+PDzQ0NGBpaQllZWVMmTIFOTk5PO6c6XQ6GAwGcnJy+OT9/f2hq6sLW1tbDBo0CDY2NiAIAm2dCnP/FiTfPh35+fk8+dhV2tsCaC2PysrK8Pb2xubNm7sk3xVbiqKkpARJSUlYunTpV9UhTrluaGjAsWPHeF7WAGBtbQ02m40XL16AzWbjzz//hL6+Pk8HujPo6upCS0sL69evF7lN1MfHB5qamrCysiLLZHtSUlJ42hxhSKJ+Aq3lXFlZGRMmTBA6Lfm10iGofTAyMoKBgQFcXV1RW1vbYVzE1SFOvZJkfnJJTU3F0KFDsW/fPqirq2PMmDGIjIz8V+NA0Tm61dnYvHkz7ty5g4SEBNjb28PV1RUlJSVoamri2xfdp08fNDY2CtRz8OBB5OXlISIiArNmzQKNRkNjYyMCAgKwZ88ekXEIDg7GokWL+Nz/CouDMLfNBw4cQE5ODm7cuIGZM2eCRqOhoqICOTk56NOnD9LT07Fv3z54eXkhLy9PoI4vX77A2dkZDg4O0NbWhrS0NBwcHODs7AxVVVVs2LABwcHBfKM77XVs2LABixcv5hkpAFpHNbjzy6LknZycsGTJEujo6KChoQF79uwROifensDAQBQUFCA6OponL9rbUkFBQaAt9+/fj1evXuH69euYMWMGaDQabGxscPPmTWRnZ4PJZOLo0aOQkpLC58+fRabD0dERS5cu5bNDZ2lvCy7cKanDhw+LPNdfXFuK4sqVK7CwsICGhsZX1SFOuT569CgWLlwIFRUVnvt0Oh3Tpk3DsmXLMGrUKPz888/Ys2dPp4dj+/fvj4cPHyInJwdJSUloaGgQOuwOtJbJ/Px8REVFkWWyLa9evUJISAh27twp8v9Kon4C/9delZSUwMnJCXZ2digoKOgw3ZJIR/v2oV+/frh//z5evHiBhIQENDQ0CJzilKQOceuVpPKzLeXl5Xj16hUUFRWRn5+PkJAQrF+/Xujaka8RB4rO0a3OxqhRo0Cn00Gj0WBnZwcTExM8fPgQcnJyfC+ihoYGkZVYWloa5ubmqKiowPnz5xEUFIQFCxbwTSO0JSsrC0lJSVi3bh1fmLA4tJ9CaR+HsWPHoqKiAhcuXECvXr0gIyODTZs2gUajYfz48bCwsEBiYiKfLIfDwcaNG0Gj0ci5wsTEROzevRuRkZGoqKhAVFQUPD09kZmZKfD/C9LRFu4UijA4HA42bNgAGo1GLvA6ePAgHBwcuvRSa5sX586dA51O57Plp0+fhNpSWloaY8aMQWVlJS5dugQrKyt4eXnB2dkZFhYWUFNTg7y8PN9LrG06nJycICMjg6CgoE7Hu72O9rZoC51Ox9q1a+Hs7Cxwjl5SthTG1atXsWzZsn9FR3fKdXZ2Nh4/foxVq1bx6fvjjz9w48YNxMTEIDMzE4cPH4azs3OnF9PJy8vD1NQUPXv2hLKyMkJCQnDv3j2Rh3m1bx+4FBYWYunSpdi7dy/GjRsnVF4S9ZOLubk5+vTpA1lZWaxcuRIWFha4detWp9IuTjo4HA6cnZ0hIyODQ4cOAWi1pYmJCXr27IlBgwbh0KFDSEhIEGpLcXWIW68kYQdBcMu0j48PaDQaJkyYAGtra9y/f/9fi8PXgFqzIQQpKSkQBAEtLS2eIfLS0lK0tLR0qpFmsVgoLi7G48ePeQpBbW0tnJ2d4eLiQva6U1JSUFZWBgsLCwCtoxlsNht5eXmYOHEisrOzSb0lJSVoaWmBpqZmp+PQ2aFygiCwadMmVFdXIywsDDIyMgCAzMxMjB8/npw7HD16NExNTZGYmMiz4I6rw8PDg08HlydPnqCyspJcNyEoDm5ubnj37h3++OMPUj4xMRHl5eX47bffALSearh69Wp4enp2uPiJxWKhqKgIurq6uHbtGnm/sbERxcXFHQ4xcu0IAKtWrSJfXG/evMHx48cFyhMEAVdXV1RXV+P69et8dugMwmzRHg6Hg8+fP6O8vJxnCuBr2LIt3LLNXdPQHbqjoyvl+unTp3j79i1sbW0B/F/dKigogLGxMWxsbMi6NGHCBAwcOBDPnz/HjBkzupwWbmPXdqpNVBq407GlpaWwt7eHl5cX7O3thcp0p35OmDChS/HvTNzFSQdBEHB3d0d1dTXCw8OFlmlRLw5xdYhbrwTRnfwUBHf9UHeQVBwoOkeXRzbq6+vx6NEjNDc3g8ViITY2Funp6bC0tMT333+PBw8eID09HU1NTfjpp58wdepUvpGNmpoaREZGorGxEWw2Gw8ePEBkZCQsLS1x7do1JCQkID4+HvHx8VBWVkZgYCDWrFlDyi9duhSJiYmIi4tDXFwcli1bBltbW1y4cAF2dna4f/8+nj59iqamJoSEhGD69Ol8X+M1NTWIioriiQN3y6y5uTlUVVXx008/gcViITU1FY8fP+ZzQrN161bk5ubi8uXL6N27N3nfxMQEKSkp5JfSP//8g5SUFJ71Dx3p4BIWFobvv/9e6LG9mzdvRm5uLsLCwnjko6Oj8fjxYzx8+BAPHz6EiooKjhw5AkdHRx756upqREREkHZISEhAREQErKysMGvWLLx+/RqxsbFgMpkICQmBvr4+zyK6mpoaREdHk/KJiYmIjo6GhYUFmEwmcnJyQBAE3r59S+62UVRU5EuHl5cXcnJyEB4ezmeH5uZm8ujjlpYWMJlMgY28MFskJCSQ6wzq6+vh5+cHJSUlvk6PuLZksVhgMpngcDhgs9lgMpk8x0ZfvnwZc+fOFXkEs7g6xC3XixYtwt27dxEREYGIiAg4ODhg4sSJOHPmDAwNDfHgwQOUlpaCIAgkJSWhqKiIb7pLWBqePn2K3NxccDgc1NbWYuvWrbC2tuYrD9XV1TztQ9syWVFRgYULF2LNmjUCR1/aIon6yaWurg537twh03LlyhU8fPhQZAdOEunYsmULcnNzceXKFZ40pKWlIS8vDxwOB+/fv8f27dthZWVFLpKUpA5x65Uk7MAtU2w2m6dMWVlZYejQoQgKCgKLxSLrafu1GJIqU/8W/8WRDRBdICsri3j48CFhYGBAyMnJEX369CFGjRpFnD59msjKyiKysrKIwMBAYvDgwUTv3r0JGxsbIikpiQwrLy8nysvLiczMTGLcuHGEgoICIS8vT+jp6RGHDx8mw9teampqRFhYGFFeXk4UFRUJvDZt2kTY2dmRv48ePUqoqqoSvXv3JqZMmUJkZGSQYWVlZURZWRnx4sULwtzcnIyDrq4uERgYSIbfv3+fGD16NNG7d29CW1ubOH36NFFWVkbU1NQQNTU1xPPnzwkAhKysLEGn08nr5MmTRE1NDREQEEBoamoSdDqdYDAYxO7du0nZ2tpaora2lsjIyBCo49SpU0RtbS3x9u1bQkFBgbhx4wYpU1tbS9TV1RF1dXXEP//8I1D+119/JZ/hXkOHDiUiIyPJ31VVVURVVRWRlZVFjB8/nicvgoKCyPBr164RWlpaRK9evQgLCwsiNTWVqKqqIoqLi4ni4mLi2bNnfHYMCAggiouLiX/++YfQ09MjevfuTQwcOJBwcXEh3rx5Q8rW19cT9fX1xMuXLwWm4/Tp00R9fT2hrq5OAOC5MjMzifr6+k7Z4ty5c4S2tjZBp9OJ/v37E1OnTiUePXrEYx9xbNnQ0EA0NDQQvr6+fPH09fUlGhoaiJqaGkJRUZGIiYkhnxd0dVeHuOX69evXAi9XV1di9uzZxOvXr4ns7GzCxcWFUFFRIeTk5Ihhw4YRgYGB5LNNTU1EU1MT4efnx5cGPz8/4ty5cwSDwSDk5OQIZWVlYunSpcSbN29IucrKSqKyspJ4+fIlX/sQFBREVFZWElu3biUAEHJycjwXV1bc+slisQReFRUVhJmZGSEvL08oKioSY8eOJW7duiXwWXHT8f79e+L9+/fEixcvBKbhl19+IU6fPk2oq6uTtnRwcCCys7NJWXF1SKJeSSI/GxsbicbGRqFlqrGxkUhNTSXGjh1LyMnJEXp6esTVq1dJOUnE4d9m5MiRRH5+/r9ymZqa/mvpkiKIzo8DdmZfuSjEdbwlCUds4jpq6tWrl9hx+C84YpOEkyVJOGLjcDhi6xCX/4IjNmELqLuCqHVWnYFyxNaKJByxiUuPHuJ7svgWHLF9+vRJ7Dh0dNaTpDE0NBS5o0aSODg4IC0t7V/5XxVgAXgAACAASURBVJRvFAoKCgoKCoqvCtXZoKCgoKCgoPiq/O/HfykoKCgoKChIKEdsFBQUFBQUFBRdhBrZoKCgoKCg+IagRjYoKCgoKCgoKLpIl0Y2Hj9+LNY/s7GxEUteElupxO0xSmJ7nqBDrbqCJHq9HfmB6AhBB5B1le6cEvotIu62UUls3xV3K3NTU5PYcRDmA6mzCDqQqquIa0tJ1C1x80ISW6nFLZOSqJviblsFOne6rCi+ha3xXeV/cuDWvwA1skFBQUFBQUHxVaE6GxQUFBQUFBRfFaqzQUFBQUFBQfFVoXajUFBQUFBQfENQazb+H+Xl5QgKCoK7uzt8fX3x7NkzMiw7Oxs//PADXFxccPjwYdTW1orUVVhYCH19fWzevBlA6yLUmTNnwtjYGKampnB2dkZlZSWf3OrVq2FiYgIzMzOYmZnhu+++I8NiY2MxZcoUmJmZwd3dvUO/EUVFRTA2Noa3tzeA1kVJp06dgq2tLcaMGYMtW7aIXHAljry7uztMTEygq6sLKysrXLlyBUCry+MhQ4ZAW1ubvEJDQ/nk3dzcYGxsDB0dHVhZWeHy5ct8zwQHB0NVVRV///03X1hzczNcXV0xcuRIDBkyBFZWVoiPjwcApKamYu7cuWAwGBg2bBhWrlwpMC+4OgwMDKCqqgorKyvcvXuXDH/w4AFMTU2hrKyM7777DiUlJTzyJ0+ehKWlJRQVFeHk5ETez87OhqWlJVRUVKCiooJZs2YhOztboB2/BR3Nzc3YtGkTTExMoKGhARsbG9y7d48Mv3jxIsaMGQMGg4FFixYJtKWLiwsMDQ0xfPhwjB8/HpcuXQLQ6hdo3bp1MDMzg7KyMpKSkgSmgUt36xUAODk5Ydy4cbC0tISlpSXmzZtHhn348AF+fn6wtrbGxIkT4e/v/1XswM0LJSUlrF+/XmA89+/fDzk5Ofz11198YadOncKECRPQr18/bNiwgSfszz//xOjRozF48GCYmpoiJiZGoP72rFixAkOGDIGSkhL09PRw5syZDmU2bdoEMzMzGBgYYNKkSbh69SoZFhsbC1tbW4wYMQKTJ0/GnTt3eGS5djQ2NgaDweCzY2RkJMaPHw8GgwELCwvExcWJjEthYSF0dHTg6elJ3uN6BNbX14eTk5PQtlKcdkpU+9DS0oIVK1Zg5MiRUFBQwMOHDwX+f2H5GR4eDmVlZfIaOHAg5OXl8fz5cz4d4raVFOLR5c4Gm83Gzz//jFGjRuHo0aNYuXIlzpw5g8rKSnz69AknTpyAnZ0djh49Cg0NDfzyyy8i9e3atQujRo0if2tra+PcuXPIyMhAcnIyNDQ0sHPnToGy/v7+SEtLQ1paGm7evAkAyM/Px+7duxEQEIDExET06tUL+/btExmHffv2YeTIkeTvqKgoxMTE4PLly3jw4AGYTCb279//VeTd3NyQkpKCnJwcnDt3DocOHcI///xDhmdnZyMvLw95eXnw8vLik3d3d8eTJ0+Qm5uLs2fP8skXFRXh5s2bQp0JsVgsqKmp4ebNmygtLcUPP/yA1atXo7i4GHV1dVi9ejUyMzPx8uVL9OnTBy4uLgJ1DBkyBHFxcSgrK4O/vz+po7a2FsuXL8cPP/yA4uJimJiYYPXq1TzyKioq8PHx4XPvrKKigitXrqC8vBxlZWX47rvvsHLlSoHp+BZ0cO0QFRWFN2/ewNfXF46OjigpKUFSUhIOHDiAixcvIi8vDwwGQ+BL1MPDA2lpaSgoKMCFCxcQEBCAFy9eAADGjh2Ln3/+GYMGDRIY/7aIU68AwMfHB0lJSUhKSkJERAR5f8uWLejfvz9u3ryJe/fuYcWKFV/FDty8EJZXb968QWRkJAYPHiwwXEVFBd7e3nzxKy8vh6OjIwICAlBRUYH9+/dj7dq1ePfunVBbcNm+fTvevHmDuro6REZGYufOnUhPTxcp4+rqiqSkJGRlZeHMmTMIDg5GZmYmKisr4enpiR07diArKwt+fn7w8PDgceLGYrGgqqqK6OhoFBYWYvv27Vi3bh1KSkpQUVGBjRs3Yu/evSgqKsKuXbuwYcMGVFdXC43Lzp07YWRkRP7Ozc2Fn58fQkJCkJaWht69e+OHH34QKCtOOyWqfQCAcePG4fTp0yIdngnLTwcHB1RVVZFXaGgoNDU1YWxszKdD3Lby3+S/6GK+y52NyspK1NXVYerUqejRowf09fWhpaWFlJQUPHv2DKqqqjAzM4OMjAzmzJmD0tJSVFRUCNQVExMDBQUFWFhYkPcGDBjAk9nS0tJkoewMsbGxmDRpEszMzECn0+Hu7o74+Hih2/Li4uLQp08fjBs3jrz34MEDzJ8/HyoqKqDT6XB0dMStW7fw+fNnicvr6upCVlaW/C0lJYWioqJOp7etPLcAtZX39/eHv7+/0K1sdDodvr6+YDAY6NGjB2bMmAEGg4GMjAxMnToV8+bNg4KCAuTk5ODk5IQnT54I1OHn50fqmDlzJqkjOjoaenp6mDdvHnr16gVfX1+8fPkSubm5pLydnR3mzJmDfv368ehVUlICg8GAlJQUCIKAtLQ0CgoKBKbjW9BBp9Ph7e0NdXV19OjRA9OmTQODwcCLFy9w9+5dzJ49G3p6eqDRaNiyZQseP36MwsJCHh16enoC85NGo2HDhg0wNzfv0Ovv16hXQOvoSFVVFTw9PdGnTx/IyMhAT0/vq9hBWF5w8fLywt69e4V6SJ07dy5mz57NJ//27VsoKipi2rRpkJKSwowZMyAnJ8f3/wVhYGDAlzfCyhIXHR0dHhkAKC4uRkVFBRQUFGBjYwMpKSlMnjwZcnJyPHlCp9Ph4+ND2nH69OmkHcvLy6GoqIgpU6ZASkoK06ZNg5ycnNC2Izo6mq9MREZGYvLkyTA3NwedTseWLVtw584dgaOw4rRTotoHGo0GV1dXjB8/XmS5Fpaf7bl8+TKWLFki8EUqbltJIR5d7mwI2vdMEATevn2L8vJyqKmpkfdlZWUxcOBAlJeX88l8+vQJR44cga+vL19YeXk5jI2NYWBggDNnzvAMabflyJEjsLS0xLJly/D06VMArSMburq65DPq6uqQkZERWDEaGhpw/PhxcvpDWBoJgkBLSwtf4yyuPBdfX18MHz4cEydOxKBBgzB58mQyzNzcHKampvDy8sL79++Fyg8bNgzW1tY88jExMZCRkeHR1xHv3r1Dfn4+9PX1+cKSk5MFvlxE6cjOzoahoSEZRqfToampKXQqQxCDBw+GkpISNm/ezGfrb1nHu3fvUFBQAD09PYFlAgBev37NJ+fj4wMNDQ1YWlpCWVkZU6ZM6XQcJVGvAOD48eOwtbXFmjVrSBfUmZmZYDAY2LlzJ2xsbLB8+fIOv+yB7ttBGDdu3ACNRsOMGTM6LcNl9OjR0NXVxc2bN8FmsxETEwNZWVmekUlRuLq6Ql5eHiNGjCCn1DrC398furq6sLW1xaBBg2BjY4NRo0ZBS0sL8fHxYLPZuHPnDmg0msB6x6WtHY2NjaGtrY1bt26BzWYjLi4ONBoNI0aM4JP79OkTQkND+aa8cnNzef4fg8GAjIyM0I6XuO1U23QIa2PEgTtytnTpUqHPSLKtpOgaXe5sDB48GH369MHt27fBYrGQlZWF3NxctLS0oLm5me+wp969ews8jCs0NBSLFi2CqqoqX5iqqioyMjKQlpaGzZs3Y/jw4XzPbN68GXfu3EFCQgLs7e3h6uqKkpISNDU18R0m06dPH4EjG8eOHcOCBQugoqLCc3/ChAm4fv063r59i0+fPuG3334DwH+omLjyXA4ePIjc3FxERERg5syZoNFo6NevH+Li4vDkyRPcvn0bDQ0NcHNzEyqfl5eHiIgIzJo1CzQaDY2NjQgICMCePXsEygjiy5cvcHR0xJIlS6Cjo8MT9vLlSwQGBmLv3r2d0rF06VLo6OigsbGR77AmBQWFLh06VFlZSQ6Rth0G7gr/to4vX75g48aNcHBwgLa2NqZMmYKoqChkZWXh8+fPCAoKgpSUlMDRrsDAQBQUFCA6OprMz84ibr0CWqdyYmJicPv2bcyfPx+enp4oLS1FVVUVUlJSMGbMGNy9excrVqyAl5cXPnz48FXsIIiGhgb8+OOPOHz4cOcM0g5paWksXboUa9euRb9+/bB27VocO3as04fc/fzzz/j48SMSExMxb948nq99Yezfvx+vXr3C9evXMWPGDNBoNEhLS2P+/Pnw8PCAtrY2PDw8cODAAcjJyQnU8eXLFzg7O5N2lJaWhoODA5ydnaGqqooNGzYgODhYYDqCg4MFlglhbaWwuiluO8VNR9v2QZJcuXIFFhYW0NDQEPqMpNpKiq7T5c5Gz5494erqiszMTGzZsgV3796FmZkZ+vbtC1lZWb4XKpPJRK9evXjuvXr1CsnJyVizZo3I/6WkpIT58+djw4YNYLFYPGGjRo0CnU4HjUaDnZ0dTExM8PDhQ8jJyfFVloaGBr5KmJ2djcePHwucE54/fz5mzZqFVatWYc6cORg7diwA8AxDiyvfHmlpaYwdOxYVFRW4cOEC6HQ6jIyM0LNnTwwcOBD79+9HYmIiPn36JFTe3NwcFRUVOH/+PIKCgrBgwQKoq6sL/Z9t4XA4WL9+PWg0GoKCgnjCCgoKsHDhQgQGBvIMwwrS4eTkBBkZGVIHnU7nO3X106dPkJeX71S8uNDpdDg5OcHR0bFT8+v/Sx0cDgcuLi6QkZFBQEAAAMDa2hre3t5Ys2YNRo8ejaFDh0JeXp6vo8qlbX6eO3euU3GTRL0CAENDQ7JuzZ49G0ZGRkhKSkKvXr2gqqoKOzs7yMjIYPr06Rg8eDC5puRr2KE9+/btw5IlS0S+UESRkJCAHTt24NatW/jw4QNu374NV1dXnrn7jpCWloaVlRXKyspw6tSpTsuMGTMGlZWVuHTpEh49eoSDBw8iPDwc+fn5uHbtGnx8fJCVlcUny+FwsHHjRtBoNAQGBgIAEhMTsXv3bkRGRqKiogJRUVHw9PREZmYmj2xWVhaSkpKwbt06Pr3C2kpRdVOcdkpQ+yBJrl69imXLlnX4nLht5b/Bf3HNRre2vg4dOpRnGPngwYPkSyg5OZm839zcjOrqar4e9ZMnT1BWVoYJEyYAaO1hs9ls5OfnIzo6mudZFouF2tpaNDQ08HVa2sKdT9fS0kJOTg55v7S0FC0tLXyNU2pqKsrLy8lhs6amJnA4HCxYsAB//vkn3N3d4e7uDgBISkoiVztLSl4YbDZb4HQLt2B0dHwvi8VCcXExHj9+TFYmAKitrYWzszNcXFz4vjwIgoCbmxuqq6vxxx9/8MxZlpSUwM7ODtu2bcPixYuF/l+CIODq6orq6mpcv36d1KGvr0+uXAdaj7Tm7pToKhwOB01NTSgvL+/UIsn/hQ6CILBp0yZUV1fj6tWrPLZct24d2egXFBQgNDS0QzuwWKxOz413t14pKSmJ1MutW9ra2p1epS9pO3BJSEhAeXk5fv31VwBATU0NVqxYgc2bN2PLli0dyv/zzz+wsLDA6NGjAQCmpqYYM2YMEhISeBbUdgYWi9Xhmg1BMsXFxWhpaYG5uTn5P42MjGBiYoJHjx6RHycArx3DwsJIO2ZmZmL8+PEwMTEB0Do9ZGpqisTERJ5py5SUFJSVlZHtM7dM5OXlYeLEiTzTmSUlJWhpaYGmpmaH6ehqOyWsfZAU3PbOzs6u0zLdaSspuk+3tr6Wlpbiy5cvaG5uxp07d/Dx40eyApeXlyM9PR1fvnxBTEwM1NTU+L5aFi9ejISEBMTGxiI2NhZLliyBjY0Nzp49izt37uDNmzfgcDiora3FgQMHYGBgwNMg1tfX49GjR2hubgaLxUJsbCzS09NhaWmJ77//Hg8ePEB6ejqamprw008/YerUqXwjG/b29rh9+zZu3LiBGzduwMHBARMnTsTp06dRV1eHkpISEASB/Px8BAYGYuPGjejRo4fE5IHWhjIqKgqNjY1gs9l48OABIiMjYWlpiWfPniE/Px8cDgfv37/Hjh07MH78eJ4piZqaGkRGRgqUv3btGhISEhAfH4/4+HgoKysjMDBQ4Fevl5cXcnJyEBYWxjMNVl5ejtmzZ8PR0VHgl5EgHeHh4Tw6Zs+ejezsbERFRYHJZCIwMBAGBgY8Q6gsFgtMJhNsNhtsNhtMJhMsFgv3799HRkYG2Gw26uvr4e3tTW47bM+3omPbtm3Iy8vDpUuXeOzAZDKRnZ0NgiBQVlaGzZs3w8nJiadcV1dXIyIigszPhIQEREREwMrKCkBr5507cvjlyxcwmUyeRl3cegW0jjolJyeTdSsuLg7Pnj3D+PHjYWNjg/r6esTExIDNZuPevXt49+6dwCklcezQNi84HA5PXsTFxSE1NRUpKSlISUmBiooKjh8/zre9VZj86NGjkZycTI5kvHjxAsnJyR2u2Xj37h3CwsLQ0NBArrEICwsT6e+ppqYG0dHRZH4mJiYiOjoaFhYWMDIywtOnT8mRjJcvX+Lp06d8na6tW7ciNzcXly9f5rGjiYkJUlJSyJGMf/75BykpKTAwMOCRX7p0KRITExEXF4e4uDgsW7YMtra2uHDhAuzs7HD//n08ffoUTU1NCAkJwfTp0/lGNsRtpwDh7QPAW65bWlr4yjUgPD+5XL58GXPnzhXqj0VSbSVF9+nWyEZKSgoePnwINpsNbW1teHl5QUZGBjIyMti4cSOuXLmCM2fOQFNTU+C2tt69e/MUODqdDllZWfTv3x+VlZU4cOAAamtrQafTYW5ujpMnT/LIs1gsHDt2DIWFhZCWloampiaOHTtG9sh37twJb29vfPz4EePGjRO49bV9HOTk5Mg5yKKiIri4uKCyshJ9+/bFihUrsGjRIonKA61fARcuXMD27dvB4XCgpqaG3bt3Y/r06YiMjERAQABqamrQp08fTJgwASdOnOhQfs+ePQIXzklLS0NRUZGv01VSUoKzZ89CVlaWpwNw5MgRvHnzBkVFRQgMDCSHbwHwLfgtKSnB77//DllZWWhra/PocHBwwMWLF7F161Y4OTnBzMwMZ8+e5ZEPCAjg2Rp89epV+Pv7k+dEvH37Fr1794apqSmio6MFjnB9CzpKS0tx/vx5yMrK8jT6wcHBmDp1KpydnVFUVAQ6nY4lS5bwLeKUkpLC+fPn4e3tTebn3r17MXPmTACApaUlSktLAbRu+QNaR9i4w7/i1iugtW6dOHECRUVF6NGjBzQ0NBASEkKODIaGhiIgIAABAQFkWN++fSVqB25eHDhwgCcv/Pz8+LZmSktLQ0lJie8FGRgYiIMHD5K/w8LC4OvrC39/f/j5+WH58uV49+4dBgwYgK1bt3a4MFBKSgq//PILXFxcwOFwwGAwEBISgrlz54qUuXTpEvz9/cHhcDBkyBD8+OOPmDZtGgDA09MTGzduRE1NDfr16wdXV1dYW1t3aMegoCDY29vD29ub3LY7YMAAeHp68nV+BLVT3DLRv39/7N+/H56envjw4QMsLS0FTm+I20511D6YmpqSZ+9wz3ThLkbmIio/mUwmIiIiyDNphOWFuG3lv8l/8VAvKaILbvW4Cx27y3/B66sk+C94fZVEHP4rW8y+Ba+v4sbh48ePYsdh6NChYslLonEX15aS8GZcVlYmlrwk7PBf8frafjS4q0jCS3dn1xNJilGjRnV4QJuksLOzI3ebfW2o48opKCgoKCi+ESgX8xQUFBQUFBQU3YDqbFBQUFBQUFB8VajOBgUFBQUFBcVXhVqzQUFBQUFB8Q3xX1yz0aXORlNTk1j/TNhRvJ1FmEvsrtDdg5y4SGKl+JcvX8SSb2lpETsOog5I6wydPV5aFF05hlsY4u6iELdMAujyaajtkcQOiPbnGnSVnj3F/+5gs9liyQs6zbSriFs/xa2bAP/W8K4ybNgwseMg7m4SSewk6cJGx6+mQxJxoJAM1MgGBQUFBQXFN8R/cWSDWrNBQUFBQUFB8VWhRjYoKCgoKCi+IaiRDQoKCgoKCgqKLtKtzkZlZSWOHz8Ob29v7Nmzh8fFdEtLC65duwZfX194e3vj6NGjAnW4urrCyMgI2trasLS0xOXLlwEAOTk5mD59OvT09KCnp4dFixbxeHFty71797B06VJMnjwZ9vb2yMjI4An//fffYWlpidTUVJHpKSoqgoGBAek18smTJ9DR0YGRkRF53bhxg0/Ozc0NxsbG0NHRgZWVFZmGtgQHB0NVVVWot8xNmzbBzMwMBgYGmDRpEq5evUqGxcbGwtbWFiNGjMDkyZNx584diaehubkZ7u7uGDVqFNTV1TFx4kTEx8eT4U1NTdi6dSu0tLTAYDDw3XffCfz/7u7uMDExga6uLqysrEhPr6WlpRgyZAi0tbXJKzQ0lC8OmzZtgomJCTQ0NGBjY4N79+6R4RcvXsSYMWPAYDCwaNEikQuFi4qKMGLECGzevJkvzMfHB1paWkK9qIqbn83NzXB1dYWBgQFUVVVhZWWFu3fvkuEPHjyAqakplJWV8d1335H+IDoiPDwchoaGUFRUhK6uLh49eiT02ZMnT8LS0hKKiopwcnIi72dnZ8PS0hIqKipQUVHBrFmzeDx+tkVUmbx69Sqsra2hr6+PlStXoqqqSqAOV1dXjBo1ClpaWrCwsCBtmZ6ejkWLFkFPTw8jRoyAo6Mjnw5RdmxpacGKFSswcuRIKCgo4OHDh52yIZe8vDzIyclhxYoVHT578uRJWFhYQEFBAY6OjuT9lpYWLFmyBDo6OujVqxcSExNF6omPj8fixYthY2ODhQsXIiMjAy9fvoSHhwemTZuGmTNnws/PDzU1NXyyLi4uMDQ0xPDhwzF+/HjS/0dLSwvWrVsHMzMzKCsrIykpSej/F6duAuKXa678yJEjMWTIEFhZWZFtTGpqKubOnQsGg4Fhw4Zh5cqVAuv3L7/8Amtra/Tv35/P6d65c+dgZGSEwYMHY968eaioqPgqdqAQjy5Po7DZbJw+fRqWlpZwdXVFfn4+fv31V6ioqGDQoEEICwsDh8OBn58f6HS6UD8BHh4eCAkJgaysLPLy8rBgwQKMHDkSGhoaOHPmDNTU1MDhcHD27Fls3LgRf/31F4/806dPceLECezZswcjRoxAbW0tT3hZWRkSEhLQv3//DtO0a9cuPvfSgwYNEtmoA62FNzg4mEzDwoULYWhoSOoqKirCzZs3RbqWd3V1xaFDhyArK4v8/HwsXrwYI0eOxMCBA+Hp6YnTp09j0qRJ+Ouvv+Di4oKkpCSBOw+6mwYWi4UhQ4YgNjYWampqiI+Px7p16/Do0SOoq6vDy8sLLBYLKSkp6Nu3L+llsj1ubm4ICgoi07Fw4UKMHDmSdNKVnZ0tdMcDNw5RUVFQU1PDvXv34OjoiL///hulpaU4cOAAIiIiMGzYMPj7+2P9+vV8LtO5/PjjjwJdhaelpXX4chc3P7npiIuLw9ChQ3Hnzh2sXr0ajx8/hry8PJYvX47jx49j5syZ2LdvH1avXs1Xrttz7949+Pn54fLlyxg7dqzQhpSLiooKfHx8cO/ePZ4dQyoqKrhy5QrU1dXB4XBw6tQprFy5UmBHXFiZbGxsxOHDhxEWFgYNDQ3s3r0b7u7uuHbtmkBbtq3f8+fPx8iRI1FXV4fly5fDxsYG0tLS8PPzg6enJ0+HRpQdVVRUMG7cOLi4uGDlypUibSEINzc3jBkzplPPqqioYPv27YiPj+fbfWVhYQE3NzcsW7ZMpA5uO7V3716MGDGC7FAUFBRg7ty5OHjwIKSlpREUFIR9+/bhyJEjPPIeHh4IDQ0l7Thv3jwYGhpCX18fY8eOxfr163k6QsLS3N26CYhfrlksFtTU1HDz5k0MHToUd+/exerVq5GcnIy6ujqsXr0akydPRs+ePbFt2za4uLjwfRgNHjwY27Ztw/3793ny4tGjR9i9ezfi4uIwfPhweHt7Y82aNbh9+7bE7UAhHl22bFVVFT5+/AgbGxtISUlBR0cHmpqaSE1NhZmZGTIzM7Fnzx5yOx/XI2V7dHV1yb+5Z8EXFxfDyMiIdFRGEASkpaVRWFjIJ//bb79hzZo1pGvogQMH8oSHhoZi48aNCA4OFpme2NhYKCgoQEtLC8XFxZ03hJA0FBUVkS8nf39/+Pv7C/RqyaWtp1XuPF1xcTFYLBYUFBRI53WTJ0+GnJwciouLYWhoKLE00Ol0bN++nfw9ffp0qKurIyMjA83Nzbh16xZevnxJdnCMjY0F6mlrC25aioqK+DyCCouDt7c3+XvatGlgMBh48eIF0tLSMHv2bNKd+5YtW2BoaIjCwkLSyy8XYXZgsVjYvXs3Dh8+jO+//15oPMTNTzqdDj8/P/L3zJkzwWAwkJGRgffv30NPT4/0aunr6wtNTU3k5uYKdNHOZffu3fD398e4ceMAAEOGDBH6LNDqWAkAnj17hrdv35L3lZSUSDfu3HpVUFAgUIewMpmRkYFZs2aR4R4eHhg7diyKi4t5PHQCIPOLq4Nry/ZeUteuXUvahIsoOzIYDLi6ugJo9c7ZFcLCwqCkpIQRI0YgPz+/w+e5tkxPT+exJY1Gg7u7e6ficPr0aZ52irv1vv0WfHt7e7i4uPDJC7OjkZER+YXfURzEqZtA98s118MrnU7nqTMzZswg5duXBycnJ4Gjp9znnj9/zpMXcXFxmDdvHvT19QG0jl7q6OjgzZs3fFuIxbXDvwm1ZkMEFRUVKC4uRr9+/XDr1i34+vri4MGDfFMbbdm+fTs0NTUxYcIEDBo0iMfNs66uLjQ0NODv7w8PDw8eOTabjdevX6Ourg6LFi2CnZ0dgoOD0dzcDAD466+/0LNnT1hYWIiM86dPn3D06FGBL4/3799j3LhxsLGxwf79+4WeMeLr64thw4bB2tqaJw0xMTGQkZHp0HU10PoS09XVha2tLQYNGgQbGxtyCDo+Ph5s+13pUAAAIABJREFUNht37twBjUYjK5Uk09CWd+/eoaCgAHp6ekhPT8fQoUMREBAALS0tWFpaCh1R4Npi+PDhmDhxIl9+mpubw9TUFF5eXnj//n2n49B+nzz39+vXr/nscOTIEYF2OHv2LMaOHcvTcItKg7j52TYd+fn50NfXR3Z2Nk8nkU6nQ1NTU+hUBtBaztPT01FTUwM9PT1oaGjAw8NDrDNOBg8eDCUlJWzevJmng9ceQWWSIAie/OD+LWya08fHB5qamrCysoKysjKmTJnC90xKSgrfS6A9be3YXerr67Fr1y6BLtS/Fm3bqYULF2LOnDkICgoS6L36+fPnfJ1nLj4+PtDQ0IClpaVQO3aEpOomIH65FpWfycnJnaqnXISVyVevXgl8XpJ2oOgaXe5sKCsro0+fPrh//z7YbDays7ORn5+PlpYW1NXVoaKiAr169cLevXuxcOFCXLp0Segce0BAAPLz8xEZGYlZs2bxHPKUk5OD3NxcHDhwgO9L/v3792CxWEhISMCJEydw7tw55OXl4dy5c2hqasIvv/yCTZs2dZiWI0eOYOHChXwuhIcNG4aoqCgkJyfjwoULePnyJQ4cOCBQx8GDB5GXl4eIiAgyDY2NjQgICMCePXs6jAMA7N+/H69evcL169cxY8YM0Gg0SEtLY/78+fDw8IC2tjY8PDxw4MABvkOoJJEGLl++fMGGDRuwePFi6OjooLy8HNnZ2VBQUMCrV69w6NAhuLq6Cn25HDx4ELm5uYiIiMDMmTNBo9HQr18/xMXF4cmTJ7h9+zYaGhrg5uYmMg4bN26Eg4MDtLW1MWXKFERFRSErKwufP39GUFAQpKSk+F64R44cgb29PVRVVXnul5eX4+rVq/D09BSZ9rZpEDc/uelwdHTE0qVLoaOjg8bGRr7pLwUFBZGuwKuqqvDlyxf8+eefSEhIQFpaGjIyMjrMR1FUVlaiqqoKoaGhIkdUBJVJGxsb3Lx5E9nZ2WAymTh69KjAvOASGBiI/Px8REVF8dVvoPWFEBISgp07dwqNR3s7dpedO3di7dq1GDp0aLd1dJW27dSpU6dw4cIF5Obm4ty5czzP5efn4/fffxdaLwIDA1FQUIDo6GiBduwMkqibgPjlmivPXfPSlpcvXyIwMBB79+7tdLqmT5+OGzdu4OXLl/j8+TMCAgJElklJ2eFrwh3B+jeuf5MudzakpaXh6OiIrKws+Pv7IyEhASYmJlBSUoKMjAykpaUxffp09OzZk1xs0/4rtL0+c3NzVFRU4Pz58zxhcnJyWLlyJTw8PHgWT8nKygIAFi5ciAEDBkBJSQkODg54/PgxfvvtN0yfPp3vpdOeV69eITk5GWvWrOELGzhwILS1tdGjRw8MHToU3t7eIhdntk9DUFAQFixYIHQKSZiOMWPGoLKyEpcuXcKjR49w8OBBhIeHIz8/H9euXYOPjw+ysrK+Sho4HA6cnZ0hIyODQ4cOAWg9ZVRGRgZbt24FjUaDpaUlrKyskJCQIDId3LUFFy5cAJ1Oh5GREXr27ImBAwdi//79SExMxKdPnwTGwcXFBTIyMggICAAAWFtbk/Owo0ePxtChQyEvL8/TuXr16hWSkpIE2mH//v1wd3fv0omI4uYnh8OBk5MTZGRkyC9pOp2O+vp6nuc+ffok8vRR7lSkq6srVFRUMGDAAHh6euLWrVudTosg6HQ6nJyc4OjoiHfv3gl9rn2ZtLKygpeXF5ydnWFhYQE1NTW+vBCkQ1D9LiwsxNKlS7F3715yiqg9guzYHTIyMnD//v1OdzglhaB2asmSJUhOTiafKS0thZeXF7y8vIROUQK8dmzfWeks4tRNQPxyzeFwsH79etBoNL78LCgowMKFCxEYGNjhiHRbJk2aBH9/fyxfvhwjRoyAuro6+vTpI7L9F9cOFN2jW6thhgwZwjNyEBISAnNzcwwYMKDbEWGz2QJ3CXA4HHz+/BkVFRXkUcQKCgoYNGiQwJ5ZWloaqqurERERAQCoq6vDjh07sHz5cixfvpx87smTJ3j79i0mTpwIoHXXBZvNJr/E2iIlJdWpY29ZLBaKi4vx+PFjnsa1trYWzs7OcHFx6bDHzNXR0tICc3Nzcr2AkZERTExM8OjRI3IuVFJpIAgC7u7uqK6uRnh4OHnUsYGBQYdpFgabzRa4foSbZ4KmRzZt2oTq6mpcvXqV57jldevWYd26dQBaG6XQ0FCeIViuHaytrQH8nx3mzJmD0tJSpKWlITAwkHze3t4eO3bswJw5c0SmoTv5SRAEXF1dUV1djevXr5Pp0NfXJ1e/A0BjYyMKCwtFTg307dsXampqX+ULhMPhoKmpCeXl5R0e4c+1AwCsWrUKq1atAgC8efMGx48f73AahKuDW79LS0thb28PLy8v2NvbC3xemB27Q2JiIoqKiqChoQEAaGhoIEdl09LSuq23I0S1U0Dr1LOHhwfWrFmDmTNndkpnWzt2l67WTe49cco1QRBwc3NDdXU1/vjjD578LCkpgZ2dHbZt24bFixd3OT3r16/H+vXrAbTuNjp8+DBGjBjRoVx37EDRfbq1ZuPt27f48uULWlpacP/+fdTX12Ps2LHQ0tJC3759yXUGb968ETg3V1NTg8jISDQ2NoLNZiMhIQERERGwsrJCYmIiMjMzwWaz8enTJ+zatQuKiorkC5bLrFmzcP36dXz48AH19fW4du0aLCwscOzYMVy8eBHnzp3DuXPnMGDAAHh7e2P+/Pk88osXL8b9+/cRHR2N6OhoLFmyBJMmTcLvv/+OJ0+eoLy8HARBoKKiAkFBQXxz9e3T8ODBA0RGRsLS0hLXrl1DQkIC4uPjER8fD2VlZQQGBvJ9edfU1CA6OprUkZiYiOjoaFhYWMDIyAhPnz4lRzJevnyJp0+f8thS3DRw2bJlC3Jzc3HlyhUePx3cr9fQ0FByR0pSUhJsbW350hEVFSXQFs+ePUN+fj44HA7ev3+PHTt2YPz48XxDr9u2bUNeXh4uXbrEEwcmk4ns7GwQBIGysjJs3rwZTk5O5GJHrh3++usvxMTEICYmhrTD2bNnce/ePcTGxpJhAPDrr79i2rRpEs9PAPDy8kJOTg7Cw8N50jF79mxkZ2cjKioKTCYTgYGBMDAw6HBqYNWqVfj555/x7t07fPjwAceOHRO6/RhofRkxmUyw2Wyw2WwwmUywWCzcv38fGRkZYLPZqK+vh7e3N5SUlPjmx0WVSSaTiZycHBAEgbdv38LX1xdr164lF3Rzqa6uFlq/KyoqsHDhQqxZs4bstAhCmB2B1q2U3HUPLS0tYDKZIl8MTk5OyMvLw7Nnz/Ds2TNs2LABs2bN6nCESJgtuxKH7777DtevX8f79+9RX1+P8PBwWFpa4t27d3B3d8eCBQv42qa2doyIiBBox/Zx+PLli8A4SKJuAuKXa658WFgYj3x5eTlmz54NR0dH8oOio7zgcDhkXjCZTLx69QoEQaC0tBQeHh7YuHEj36JPSdmBQgyILnDs2DHi2LFjhK2tLdG7d2+CRqMR+vr6xI4dO8gwX19fQkNDg6DRaISysjKxbt06MqyiooKoqKggMjMziXHjxhEKCgqEvLw8oaenRxw+fJioqKggfv31V2L48OGEnJwc0a9fP8LW1pa4f/8+UVFRQSQlJZFXYmIiMW/ePEJeXp7o168fsXDhQuKvv/7ieSYpKYkYPHgwceTIEfJ3Xl6ewMvd3Z2YM2cOkZeXR/j6+hLKyspEr169iMGDBxMrVqwgnj9/TuTl5RHl5eVEeXm50DRww9teampqRFhYGPm7uLiYKP7/2HvvsKiO/fH/BQRUNgomgg0ELICAoqCiNEHsNRZEjRrEggoiqBEBk9gVA4gaNcZce2KJUVDRq2CLYK8RC4giNlARCxZUlv39wbPnsuwuAov3k9/9ntfznOeBc2ZmZ94z8z5zZt4z76ws2YULF2ROTk5CGlZWVrJFixYJz2fPni0zMzOTSSQSmampqSwiIkKWlZWlcRlu3rwpy8vLk+Xl5ckuX74sA2TVqlWTSSQS4Vq9erUsLy9PlpKSImvTpo1MX19fZmlpKdu4caMsLy9P9uDBA+H6+++/lWSxePFi2YMHD2QrVqyQmZqaymrUqCEzNjaWDRw4UHbx4kXZgwcPZE+ePJE9efJEduHCBSEP+vr6wrVq1SpZRkaGzMbGRqavry8zMjKSBQUFyXJycoS4GRkZSpdcDqqeAbKkpCTh/6qoz5cvX8pevnwpS01NVSnLNWvWyF6+fCmLj4+XNWvWTFa9enWZq6ur7MqVK7KXL1/KPnz4oPZ68+aNzN/fX2ZgYCCrW7euLCAgQJafn68U7u3bt7K3b9/KIiIiZIDCFRERIdu8ebPM0tJSJpFIZHXq1JF169ZNdubMGSFeedrk33//LbO2tpbVqFFDZmRkJJs4caLs9u3bQtycnBxZTk6OLDU1VUmWUVFRspycHNm0adNkgEI96+vry3Jycsotx0aNGimVUS5LqVT60ev777+XDRs2TOWzgoIC4VIny4KCApV5uHHjhqygoEB28uRJ4Tp+/LhswIABgp7y9vaWHT16VDZmzBgZIKtRo4bCdfLkSdmjR49kjx49kl29elXWoUMHJTnKn5uamirl4ezZs7JHjx5p3DfldaFJu37x4oXsxYsXsitXrqiNHxYWJgMU7kskEiFufn6+LD8/XwhX8goLC5Pdu3dPZmtrK9PX15cZGxvLpkyZInv+/LkQT1M5PHjwoCKvyCrB3t5eqONPfTk6Ov7XyqUlk5V/rmj58uWVH9WA2inT8nL79m2N4oPo9VVOec4fKQvR6+t/+Cd4fdXUY2pZthvlRW6jUFmqoi7+CV5fL168qFH8qvD6qml7+Kd4fdXW1mzDZGl7ksrwMfu/qqZVq1YKByt+Snr06PFJlxJLIh5XLiIiIiIiIvJJEY9LExERERER+QchHuolIiIiIiIiIlJBxJkNERERERGRfxDizIaIiIiIiIiISAWp0MyGptbmct8llaUqdi8UFRVpFL8qdmFoanVfFTsHNM1DVYy8Nd1JApTL30tZlNfNe1lousNJ090sgMK5I5WhKqz2Nd19UNqZW2XQtH+W9h5dGTTd6aWpjoKKO6krTVWcnqnpjhjQXJaa6geRqkOc2RARERERERH5pIg2GyIiIiIiIv8gRJsNEREREREREZEKIs5siIiIiIiI/EP4v3D//t+gUjMb2dnZxMTEMHnyZGbOnCkcz3v79m1iY2MJCQlh6tSprF69+qNGgJmZmVhaWiq4f46Pj8fFxYXmzZszduxYnj9/rhTP398fFxcX3N3dcXd3Z+DAgUCxkdratWvp3bs3Hh4ehIeH8+rVqzLzcOfOHVq0aMG0adMA+Pnnn2ndurVwtWzZEmtra/Ly8tSWoXnz5kyZMgWAkydP0qNHD1q1aoWjoyPjx48nJydHZdyAgADs7e1p1qwZLi4u/PbbbwCkpaXRrVs3rK2tsba2ZvDgwaSlpX0SOUyaNInWrVtjZWWFq6ur4MXx3r17NGzYkGbNmgnXkiVLVKYRGBhIq1atsLS0xNXVVShHSaKjo2nQoAF//fWXyjSguC5sbGwEWZYkNDSUpk2bqvV66efnR5s2bXBycsLJyYk+ffoAcObMGQYMGICLiwtubm4EBwfz6NEjlWkcPnwYX19fevbsyddff83ff/8NQEJCAsOHD6dnz56EhoaSm5urMr6vry8ODg60bduWtm3b0rt3b6DYqVZgYCCenp7Y2dnx4MEDtTKAyveLd+/eERgYiJ2dHSYmJri5uak8+njRokUYGhpy9OhRpWejRo3C0dGRdu3a0a5dO0GOf/31FyNHjsTZ2RkPDw9mzZrF69evVeZfk7p49+4dAQEB2NnZ0bBhQ1xdXYUynD17ln79+mFmZkbjxo0ZOXKkyr71888/4+bmxhdffIG/v7/Csz///BMHBwfq1auHo6Oj4KCvNJMnT6ZNmzbY2tri4eHBli1bhGd79+6lU6dO2NjY4OXlxYEDB1SmIefOnTvY2dkJOgYgLy+PKVOm4OjoSJs2bZg6dapSPE31gzyNli1b0rRpU5ydnYU0zp8/z+DBg7G2tsbGxoYxY8ao7Rea6oiyZLllyxbc3d1p3rw5I0eOVJmHqqhPOXfu3MHW1laQ9+nTp7G0tMTe3l64du7cWWYaIhWnQr5RfvnlF6RSKbNmzcLd3R0vLy/S09NZsWIFM2fO5MmTJ7x79w4bGxt0dHTYsmULz58/F9zRd+vWTSnNESNGUFBQQMOGDYmNjSU9PZ3+/fuzdu1a7OzsCAsLo6ioiJ9++oknT54I8fz9/enRowdfffWVQnp79+5l/fr1/PTTT9SqVYvvvvuOmjVrMmvWLACVnvz8/PwoKCigQYMGREVFKT1fvnw5Z8+eZePGjXz2mfJk0DfffCOUISYmhtzcXKRSKXXr1uXdu3csWbKE27dv88svvwCKO0HS0tIwNzenWrVq3Lx5k4EDB7Jp0ybMzc15+fIlJiYmFBUVsW7dOn7//XcOHz7M/fv3NZZDyfP+S+YhIyODQYMGsXHjRmrXrk379u3JyspSKnfpkXfpcgwaNIhNmzbRsmVLoLiD+/n58ezZM5YuXYq7u7tKS/FvvvmGd+/e0aBBA2JiYoT7586dIzo6mrNnz5KUlCS4Cy+Zhp+fH7169RIGXHKePn2KVCrF2NiY9+/f89NPP5GZmcny5csVBg3nzp0jKiqK77//Hmtra2FnwsOHD5k9ezbR0dGYmJjw008/kZWVRWxsLKC4G8XX15fevXszaNAghTzk5uaSlJSEtbU1w4cP58CBAzRs2BBQvRulIv0C/rMb5fXr1yxbtoxhw4ZhamrKwYMHGTNmDCkpKcJuj8zMTL7++mvy8vL4+eef8fDw4N69e8Jvjxo1it69eyvJMSEhAQMDAxwdHXn//j2hoaE0aNCA77//HlDcjVKZupDnT1UZRo8ezYkTJ0hPT+fVq1d4eXnx2Wef8e2335KdnS28HOS7MOLj49HW1iYpKYmCggJWr14t1KWtrS3btm2jS5cuHDhwgBEjRnD16lWMjY0VdqOkp6djZmYm9IshQ4awbt06jIyMcHV1Zc2aNXh4eHD48GEmTpxISkoKderUUbnrbtSoUUJ9ynXM0KFDadGiBZMmTaJ69ercvHkTGxsbBb8kldEPoNg/b9y4gYWFhZDGgAED2Lx5M7m5ubx+/RpPT090dHQIDw/n0aNHbNmyBalUqpD/yuiIkrtR1Mny9evXTJw4ka1bt2Jubs7s2bO5efMm27dvB/6zG6Wy9Zmdna1UF76+voKOiY6O5vTp00ydOpXk5GSlsABNmzZVef9T0bp1a6EePzVdunQp0zdKXFwcCQkJPH78mICAAGbOnImDgwNmZmaEhYVV6LcqPLORk5PDixcv6Ny5M9ra2lhbW9OkSRNOnTqFnZ0djo6O1KhRAz09PTw9Pbl165batHbv3k2tWrVwdnZWKJyXlxdOTk5IJBKmTp3KgQMHPjo7Ief48eP069ePevXqoa+vz8iRI0lMTBRcMZcmISGBmjVr0qFDB5XPZTIZ8fHx9O/fX+XzPXv2KJWhTp061K1bV/hfR0eHrKwslfGtrKyELcXy6bOsrCwMDAwwNTVFS0sLmUyGjo4OmZmZ5ZIBVEwOJfMgz4e62QN1qCpHyTQiIiKIiIhAV1dXbRp79+6lVq1aSnVRWFjI7Nmz+eGHHyqUJzlffvmlwoBAR0dH4eUqZ/369YwcORIbGxu0tbUxMjLCyMiIEydO0LFjRywsLNDV1WXEiBH8/fffH52dKEmdOnUYMmQIdnZ2Hw2rSb+QSCSEhYVhZmaGtrY23bt3p1GjRly6dEkI8+233zJr1qwy60IVvXr1wtXVlRo1amBgYMCgQYMq7HSsPHWhqgxmZmZcunSJLl260L9/f2rVqoW+vj5jx47l9OnTSr/Tr18/+vTpwxdffKFw/8GDBxgYGNC1a1e0tLTo3r07+vr6KvuWpaWlQpsGyMrKIjs7m1q1auHp6YmWlhZeXl7o6+ur7eOq2nVycjI5OTmEhoZSs2ZNdHV1sbGxUYpbFfrB2tpaZd/08vKib9++1KxZE319ffz8/Dhz5ozKNDTVEepkmZSURM+ePbG0tERPT4+goCBOnz6tJMuqqE9Qr2NEVPPVV1+xZs0a1q9fz7Zt25BIJLx//75SzumqzED04cOHSvfS09PVZio/P58lS5YQERGhFKd58+bC/2ZmZujq6qpsPCtWrKBz586MHj2a8+fPA8WDg9KTNe/fv1d5nsKrV69YtmwZM2bMUFuuc+fO8fTpU7p27aqyDLGxsSpHeA8fPqRVq1bY2try66+/MnbsWLW/MWPGDCwsLHBzc8PY2BgvLy/hmZWVFebm5kRERBAUFKQyvqZyAAgLC6NJkyZ07NhRKQ9OTk44OjoSEhKidilJnkbjxo1xd3dXSGPPnj3o6uoqpFmasmS5bt062rVrh7W1tdr4cpYtW4a7uzsjR47k7Nmzwv3s7GxcXFxo27YtGzZsYNSoUQrxpFIp6enpPH/+nOHDhzN48GCWLl0qfKWWlKX8b3XKdunSpbi6ujJ8+HC1ylsdVdEvSvL48WNu3bolxI2Li0NXV1dley5dBjc3N0aMGKEgx5KcP3++zK++ytaFqjJkZGQolF/OiRMnytUu5Dg4OGBlZUVCQgJSqZQ9e/ZQrVo1tYPAiIgIrKys6NSpE8bGxnh6egpLEomJiUilUg4cOICenp7K/KnTMZcuXcLCwoLQ0FDatWvHgAED1LYVTfUDFC9BWlhY4OrqSt26dencubNSmFOnTmFlZaU2DU11hCpZltZT8r/VLQmVpiL1mZ+fz9KlS1XqmLy8PNq3b4+npyfz58//f+Z8jidPntCmTRvhks++l2bevHkEBARw6NAh1q5dy759+8p8F6iiwgai9erVo2bNmhw8eJDOnTuTlpZGenq6UiO9f/8+CQkJTJw4UWU60dHRDB48WGkw8ubNGyX3xjVr1lT6gps0aZLwpXnw4EGmTJnCb7/9hrOzM5s2baJz587UqlWLDRs2AKj8oo+NjWXgwIHUr19fbXl37dpFt27dVLquXrJkicoyQPEyxaVLl3j+/Dnbtm2jSZMman9j0aJFzJ8/n3PnznHixAmFw8vS0tJ48+YN27dvx8TERCluVcgBYOHChcybN4/z588Lefjiiy/Yt28ftra2PHv2jPDwcAIDA4X1WnVpnDt3jpMnT6Knp8fr169ZtGiRwhqtKmJjY/H29laS5cOHD9myZQvx8fFlxgcIDg6mSZMm6Orqsn//fiZNmsQff/yBqakp9evXJyUlhRcvXvDnn38KyzBynj17RmFhIX/99RdLly7ls88+Y+bMmWzevBknJyfmzJlDnz59MDExYdOmTWhpaamU5ZQpUxTyEBgYyI4dO2jUqNFH8w+a94uSfPjwgbFjxzJ06FAsLS159eoVc+bM+eh6dEhIiMoymJqaCmFOnDhBfHy82ragSV2ULsOYMWOEMpQkNTWVyMjIj7atkujo6DBs2DBh6VRPT49NmzapdU0/f/585syZw4ULF4Q2raOjw4ABAwgKCuLdu3fo6uqycuVKlQflxcbGMmjQICUdk5OTQ3JyMvPnz2fhwoUcOHCACRMmkJiYqFTPmugHOZGRkSxYsEBlGgDXrl0jJiaG9evXq01DUx2hSpaenp4EBgYyfPhwLCwsWLp0KVpaWuU+nK0i9amuLho3bkx8fDxNmjThwYMHTJ8+nQULFjBv3rxy5eFT8N8yEDUyMipzGUUmkzFjxgx69OiBg4ODcL927dpq3yXqqPDMho6ODhMmTODKlSt8++23JCYm4ujoSO3atYUwjx8/Zvny5fj4+NCsWTOlNK5evUpKSgqjR49Weqavr6+kQF+9eqW0rm1nZ4dEIkFPT4/evXvTsmVLUlJS6Nu3L127dmX8+PH4+PjQpk0bQPmUx+vXr3Py5El8fX3VlrWgoIB///vfSvYQUNw5T5w48dGvMkNDQwYMGIC/v3+ZJ+rp6Ojg5OREdna2MDCQI18GCQoKUjJM1FQOpfPQrl07srOz2bhxIxKJBHt7ez777DOMjIyYP38+x44dK/N0wdLliIqKYuDAgWW+bK9du0ZKSopKWc6fP59JkyYpKWBVtGzZUpBFv379aNWqFcePH1cIY2BgQN++fZk8ebJCfcinePv378+XX36JgYEB3t7enD59GgcHB3x9fZk1axZDhw4VlqaMjIw+mofWrVsr5UEdVdEv5BQVFeHv74+enh4//vgjUPyy8PHxKfPlrq4MJY16L1++zIwZM4iJiVGbliZ1UbIM48aNQ09PT8mW6tatWwwaNIjIyEiF5aaPceTIEb777jv279/Ps2fP+Pe//01AQIBgCKwKHR0d2rZtS05ODps3byY5OZmFCxeybds2MjIy2L59O6GhoVy9elUhnlxHqNIx1atXx8TEBG9vb3R1denduzf169fnwoULavNQGf1QnjQyMzMZNmwYc+fOpX379mrjy9PQREeUlqWrqyshISGMHz8eZ2dnTExM+Pzzz8v8ACxJeeuzLH1tZGREs2bN0NbWxtTUlOnTp3/U4Pf/FZYvX05SUhI7duxg4cKFjBw5knHjxmFoaFjhpZRKbX01MTFRsKqOjIwU1sCePn1KbGwsPXv2VNtwT506xf379wUl8ebNG6RSKTdv3qRjx45cv35dCHv37l3ev3+PhYVFmaNd+dqltrY2/v7+gsXyqVOnMDY2VnrJnj59mgcPHuDp6amQh/79+7Nr1y4ADh48iKGhIU5OTkq/d/r0ae7fv4+bm5tC/IyMDHbv3q0QtrCwkKdPn/Lq1auPHistlUpVTs8XFRXx9u1bsrOzFQZ2mspBXR5UrT/LR9vlsSkuLCwkKyuLkydPKii3p0+fMn78eCbFel1mAAAgAElEQVROnIifnx/wn7pwd3cH/iPLvn37cu/ePc6dO0dkZKSQtre3N9999x19+/YtMw9yWajKW15ensJOipo1a2JkZKT2i+Krr74SBp337t1j8+bNWFhYfFQO6vKgisr2i9LIZDICAwN5/Pgxf/zxh2CbcezYMR4+fMi//vUvoNho1dfXl+DgYCVDTnVcv36doKAg5syZ89EXU0kqUhcly/DkyROFMsjL/tVXX/Htt98yZMiQcucB4O+//8bZ2Vn4SnN0dKRt27YcOXJEMGZWh7xNv3//HicnJyG8vb09rVu3Jjk5GVtbWyH8mTNnePDgAR4eHoCijvj6668rZQRYHv1Qp06dj5ZDnsa9e/fw9vYmJCQEb2/vCuVDEx0hlyUUG4V/8803QPGOxuXLl5e5nFOS8tanXMd07NgRUKyL0rOmFemzn4p/ytbXoKCgMpfnKkKlbDbu37/Phw8feP/+PQcPHuTFixd06NCBZ8+eERMTQ8eOHYVKVcWwYcM4duwY+/btY9++fXz99dd06tSJjRs38tVXX3Ho0CHOnDnDmzdviImJoVu3bgpfcPn5+Zw8eZJ3795RWFjI/v37uXjxIu3bt+fFixfcv38fmUzG7du3WbJkCaNHj0ZbW7GoPj4+JCYmEhcXR1xcHEOGDMHDw0NQxFC8vt2vXz+VFT9kyBCOHDnC3r172bt3L0OHDsXT05N169Zx4MABbt++TVFREU+fPmXBggXY2toqDTRyc3OJi4vj9evXSKVSjhw5wq5du3B1deXYsWNcuXIFqVRKfn4+s2bNwsDAQGGmqCrkkJubS3x8vJCHo0ePEhcXh4uLCxcuXCAjI4OioiLy8vL47rvv6NChg9KOntLlKJnG9u3bOXLkCImJiSQmJlK3bl0iIyMVvjCGDBnC4cOH2bNnD3v27GHo0KF4eHiwbt06kpKS2Lt3r/AMindFlbY5ePnyJSkpKYIsEhISOH/+PM7OziQlJZGZmSmUIyoqCmtrawwMDBTS6N69O7t27eLZs2fk5+fz559/0r59e96/f09mZiYymYxHjx4RExPDgAEDlGZbSudh7969nD9/HhcXF6B4S+f79++BYvuZ0rsWNO0XcqZMmUJ6ejpbt26lRo0awv3du3dz8uRJjh8/zvHjx6lfvz6xsbGMGTOmzDJcuHABZ2dnbt68yfjx4wkLCxNeoKqoiroICQkhLS1NqQwPHz6kT58+jBkzRuUMkJzCwkIKCgooKipCKpVSUFBAYWEhDg4OnDhxQvjyvXz5MidOnFBa48/NzWX37t1Cmz527Bi7d+/G2dkZe3t7zpw5I8xkpKamcubMGSWbDR8fH5KSkoiPjyc+Pl7QMWvXrqVLly68fPmSnTt3IpVK+fe//82jR48Upqo11Q9QvCavLo3s7GwGDRrEqFGjhJe9KjTVEWXJsqCggLS0NGQyGQ8ePCAsLAw/Pz+l9qBpfQ4ZMoRDhw6xe/dudu/eLeiYtWvXcvr0aR4+fIhMJiM7O5uoqKgy7ctEKkelZjZOnTpFSkoKUqmUpk2bEhwcjK6uLsnJyeTm5pKQkEBCQoIQftmyZQrxa9SooaBA9PX1qVatGl9++SVffvkl8+fPJzg4mGfPnuHi4qI0hVpYWMiqVavIyspCW1sbc3NzoqKiMDc3JysriylTpvDo0SNq167NkCFDGDBggFIZVOVBvgYJ8OjRI06dOqV2B0Tp+BKJRChDTk4OCxYs4OnTp0gkEpycnFi1apXKdDZs2EBoaChFRUWYmJgwZ84cunfvzp49e4iIiCA7O5vq1avTqlUrfv/9d6pXr16lctDS0mLjxo3MmDFDyMPs2bPp1q0bcXFxLFq0iNzcXGrWrImbmxsrV64sVxrycpRGR0cHAwMDJBKJYIRVVntQRe3atRXkIJeFfBuljo4O5ubmLF26FAsLC06ePElUVBR5eXlIJBLatm0rbFstyYgRI3jx4gUjR45ET08PDw8Phg8fzvv375k/fz4PHz6kRo0adO/eXeV0bGFhIcuWLRPyIF+Dls8+ODo6CmHl506kpqYK9zTtF1D81b9u3TqqVaum8HUoty8qiba2NoaGhnz++ec8e/ZMKMPy5csVyhAbG4uFhQUzZ87k2bNnfP/998J21wYNGhAXF1eldVGyDCXtNGJjY7l9+zZ37twhMjJSYbartIF6ZGQkCxcuFP7funUrYWFhREREEB4ezvDhw3n8+DF16tRh2rRpSi8XLS0tNm/eTEREBEVFRTRs2JAffvhBGOQGBwczYcIEcnNz+eKLLwgICBBm5j5Wn3Ids2rVKmbPns2cOXNo3LgxK1euVNptoYl+kJdj/fr1TJ8+XUhj7ty5dO/enaioKLKysoiOjiY6OlqIc/v2baU0NNERZcnyxYsXBAUFkZWVxeeff463t7fK80Y0rc+y+lZ8fDxTp07lxYsXGBoa0qVLF5Xn/IhoRoXP2dAEVedsVISS52xUFlXnbFQEVedsVBRNPa6WPGejslRm61JJqmKaryosvjVNo6w17vLyv+D1VdVW4IryT/D6qqm306rw+qqpd+vy2Cd9DE37Z+lzNirDP8Hrq6pzNirK/8U5G6oO2/sUeHl5lWkgWpWIx5WLiIiIiIj8g/in2GxUJaIjNhEREREREZFPijjYEBEREREREfmkiIMNERERERERkU+KaLMhIiIiIiLyD+F/1cX8f3WwUXLrUWWoiOMrdWhq3fzixQuN86CpHNS5q68Iqk52rQgV9fmhinbt2mmcRulzQypKVewEKX1yZEUp72mJZaGpctq8ebPGeVB10m5FqIq6KCoq+j+NXxVo2qarIo2q2PGm6Q4p0Lxd/7/i4+T/D4jLKCIiIiIiIiKfFHGwISIiIiIiIvJJEW02RERERERE/kH8L9psiDMbIiIiIiIiIp+USg02srOziYmJYfLkycycOZOLFy8CxWfqx8bGEhISwtSpU1m9erVag8qJEyfSokULmjRpQocOHRQM1P766y9cXFwwNzenf//+SkcpDxkyROEaMGCAwlHqycnJBAYGMmTIEAIDAzl16lSZ5cnMzMTa2pqQkBAADh8+jLe3N/b29rRr146wsDAl994AY8aMwcnJCWdnZ5ydnQUDuXPnzuHg4CDcd3Z2VvIEKycwMJBWrVphaWmJq6srv/32m1KY6OhoGjRooODmW463t7fC1a9fP1avXi08LygoYOXKlQwbNgwfHx9mzJihEP/du3cEBgZiZ2eHiYkJbm5uJCYmAnDjxg08PDwwMzPDzMyMfv36cePGDaU89O3bV+Hq3r07K1asAIq9hIaGhjJw4EC8vb2ZO3eu0pHQZeWhJIsWLcLQ0FDlUb7v3r0jICAAW1tbGjRogKurKwcPHhSeHz16FEdHR+rWrUuvXr24e/euUhpyKtseNK0LgHHjxuHs7Iybmxtubm4K/my2bt1K37596dixIyNGjODSpUsq8z958mTatGmDra0tHh4ebNmyRXi2d+9eOnXqhI2NDV5eXhw4cID169ezYcMGoqKiFHwaSaVSdu3axapVq4iMjFQrM6lUypo1a5S88CYmJjJkyBA8PT0ZNGgQly5dIjU1laCgILp27UqPHj0IDw+v0JHxN2/eRF9fnxEjRpQ7Tkm2bdtGixYtMDAwwMrKiuTk5I/GyczMxMrKiuDgYAAeP34s9H0LC4tyGVPeuXMHOzs7BW/ZeXl5TJkyBUdHR9q0aaPSJ4gmehKK+8XkyZNp3bo15ubmeHp6kpSUJDzftGkTbdu2xczMjMGDB6s1PlfXLteuXSvcc3Nzw8XFhbZt2/L8+XO1crCxsVHpeyQ0NJSmTZuq9Gr7888/4+rqSu3atRk3bpzCszdv3hAcHEyjRo2oX7++kpNGOaNHj6Zt27a0b9+e9u3bq/Qa/d1332Fvb1+mfhCpHBVeRpFKpaxcuRJ3d3eCg4NJT09nxYoVzJw5kzdv3uDm5oa/vz86Ojps2bKF9evXM3nyZKV0goKCWLJkCdWqVePmzZv079+fFi1aYGJigp+fHzExMXTt2pXIyEjGjRvH/v37hbhbt24V/i4oKMDX11fwrCl3cR8WFoaDgwPnz59n8eLF/PLLL2qto3/44QcFd8T5+fkEBgbSrl073r9/T3BwMAsXLmT+/PlKcUNDQ1U6ODMyMuLAgQMfleekSZOIjo4W5DBo0CBatGgh5OfOnTskJCRQt25dlfH/+OMPBVmMGDFCkAXAihUrkEqlrFq1is8//5zMzEyF+IWFhTRs2JCEhARMTU05ePAgo0aNIiUlhXr16rFhwwYaNWpEUVERa9aswc/PjxMnTiikUXIg9fbtW3x8fHBzcwOKZdmrVy8cHR3R0dFhxYoVREdHs2DBgnLlQe4vIzMzk927d1OvXj2VcpCnsW/fPkxNTTlw4AC+vr6cPHmSzz//nOHDh7N8+XJ69OjBvHnz8PX1Veviu7LtQdO6kDN9+nSlnR2pqan89NNPrFmzBmtra/7880+mTZvGgQMHlPyBBAQEsHjxYqpVq0ZGRgZDhgzBzs4OIyMjgoODWbNmDR4eHhw+fJiJEycyd+5cOnToQGZmppI/CxMTE9q2bavkbK0kp0+fRl9fX8EnyJkzZ1i5ciVz587FxsZGGFDcunWLfv36sXDhQnR0dIiKimLevHkqHeOpIjAwkLZt25YrbGmSkpIIDw/nt99+o127duX2m/H9998rtActLS06duzIxIkTGThwYLnSmD17Ni1atFC4FxAQQIsWLTh69CjVq1fn5s2bSvE00ZPwn34RHx+PiYkJSUlJjBkzhr/++ot79+6xYMECdu3aRePGjYmIiGDcuHFqP4xUtUs/Pz/8/PyE/1evXs3FixfLrWvlnDt3rswXfP369QkNDSUpKYm3b98qPAsMDEQqlXL+/Hm++OILwQOsKsLCwlTqa4ALFy5UyS4cEdVUeGYjJyeHFy9e0LlzZ7S1tbG2tqZJkyacOnUKOzs7HB0dqVGjBnp6enh6enLr1i2V6VhbW1OtWjXgP/uK5S9WKysr+vbtS/Xq1Zk2bRrXrl1T2REBTpw4gYGBATY2NgCCp1VHR0e0tLRo06YN1atXVzti37NnD7Vq1cLZ2Vm4169fPzp27EiNGjUwMDDAx8eH8+fPV1RU5cLKykqlHOREREQQERGBrq7uR9NKSUnBwMAAW1tboHj72unTpwkMDMTAwAAdHR0lp0ISiYSwsDDMzMzQ1tame/fuNGrUiEuXLmFoaIiZmRlaWlrIZDJ0dHTUviDlHD9+HENDQ0GxtmvXDnd3dyQSCdWrV6dv375KW0XLyoOcb7/9llmzZqmVg0QiITw8XEijR48emJmZcenSJXbv3o21tTX9+/enevXqhIWFkZqaSnp6ulI6VdUeKlMXZfHw4UMaN25M8+bN0dLSolevXjx//lzw1loSS0tLhTYFkJWVRXZ2NrVq1cLT0xMtLS28vLzQ19enSZMmWFpaKm3J1tHRoW3btpiYmKhdQ37+/DlXr16lffv2CvfXrFnDqFGjsLOzQ1tbG2NjY4yNjenQoQNeXl5Ce/D29ubKlSvlksHWrVsxNDSkU6dO5QpfmtmzZxMREUH79u3R1tamYcOGNGzYsMw48vZQctBoZGTEiBEjVL40VbF3715q1apFhw4dhHvJycnk5OQQGhpKzZo10dXVFXRYSTTVkxKJhOnTp9OoUSO0tbXp2rUrZmZmXL58mYMHD9KnTx+sra3R09Nj6tSpnDx58qN9XB0ymYx9+/bRu3fvcssBigdEs2fPVuthG4r7YJ8+fZS84qanp7Nv3z6WL1+OkZEROjo6tG7dusJ5LywsZNGiRYSFhVU4rkj5qDKbjdIunqG4IZTlXTQ0NBRzc3NcXFyoW7cunTt3Ji0tTVDQUNxZzMzMSEtLU5nGkSNH8PDwEJRhkyZNMDEx4cyZM0ilUk6dOoWuri7m5uZKcfPz81myZAnh4eFllu3MmTMKrq5Lsnz5cjw9PfH19VXwnpeXl4eXlxe9evUiKipKaTRekrCwMBo3boy7uzvGxsaCe+Q9e/agq6ur5C5ZHYcPH6ZTp06CLNLT0zE2Nua3335j2LBhBAYGkpKSUmYajx8/5tatWzRv3ly416hRI+rWrcv06dM/6no5MTGRzp07q305Xbly5aPePUvnIS4uDl1dXbXTo+rSyMjIoHnz5ly/fl3hq1IikWBhYcH169cV4lRFe5CjSV389NNPeHl54efnJ7QpZ2dnioqKSE1NRSqVEh8fj6WlpdpzYyIiIrCysqJTp04YGxvj6elJy5Ytadq0KYmJiUilUg4cOICenp5CXVeUpKQkOnbsqDAIlEql3Lhxg+fPnzNo0CD69u1LVFQUBQUFSvEvXryIhYXFR3/n5cuXzJo1i6ioqErlU/7lm5ubi7W1Nebm5gQFBZXZL/Pz84mJiSEiIqJSvwnw6tUrli1bprRkdunSJSwsLAgNDaVdu3YMGDBA7dk1VaEn5cj7lrW1tZKXXvn/qpZKQXW7LMnFixfJy8tTORjMz88XZpxLs27dOtq1a4e1tXWZeVfF2bNnMTU1Zd68eTRq1Oijs3DLli2jY8eOfPPNN5w9e1a4v3nzZhwdHT/ar/9byAeWn/r6b1LhwUa9evWoWbMmBw8eRCqVcu3aNdLT03n//r1CuPv375OQkFDmNGNkZCS3bt1i9+7d9OzZEz09PV6/fq3kYrlWrVoq18ifPHnC1atXFRq3jo4OHh4exMTE4O3tTUxMDBMmTKB69epK8ZcsWcLgwYPLHBAdP36cnTt3Cuu1JZk8eTJ79+7lwIEDDBgwgMmTJ3Pv3j3Mzc3ZunUriYmJ/PLLL1y7do3o6Gi1v7Fw4UJu3rzJrl27FOSwaNEi5syZozZeSR4/fkxqaqqCLHJzc8nKykIikbBhwwb8/f2JjY1V6078w4cPjB07lqFDhyp0urt373L37l1+/PHHMr/mHj9+zJUrV+jSpYvK57dv3+a3335j7NixatMonYdXr14xZ84cFi5c+DERKKQxZswYhg0bhqWlJa9fv6ZWrVoKYVS1KU3bgxxN6iIoKIj4+Hj279/PgAEDmDJlCvfv30cikdCpUydGjx6Ns7Mza9asISIiQq3CmD9/PteuXWPHjh10794dPT09dHR0GDBgAEFBQTRr1oygoCAWLFiAvr6+2rKURXp6OkVFRUoKOi8vj8LCQo4cOcLPP//Mxo0bSU9PZ/369QrhMjIyWLt2LYGBgR/9re+//x4/Pz9MTU0rlddHjx7x4cMH/vzzT44cOcK5c+e4dOmSwnJeaWJiYvDx8SmzPXyM2NhYBg0apHRwW05ODsnJyTg5OZGSkoKfnx8TJkwgLy9PKQ1N9aScDx8+MGHCBHx8fGjWrBmdO3cmPj6eq1ev8vbtW6KiotDS0lI5AFPXLkuyd+9eYbZMlRy8vb2VZPnw4UO2bNlSZn8qi4cPH3Lt2jUMDAzIyMggJiaGcePGqRwwTZ48mYSEBBITExk4cCBBQUHcu3ePnJwcduzYwcSJEyuVB5HyUeHBho6ODhMmTODKlSt8++23JCYm4ujoSO3atYUwjx8/Zvny5UKj/lh6Tk5OZGdns379eiQSiVKHyc/PV3m64JEjR2jevLmCPcPly5fZuHEj8+bNY8eOHcyfP58VK1Zw+/ZthbjXrl0TOrk6Ll68SEhICCtWrKBx48ZKz1u0aIFEIkFPT4++ffvSqlUrkpOTqVOnDk2aNBGmaoODgxWMsj4mB7mx3sCBA2nUqFGZ8UrLoqRNg56eHp999hk+Pj7o6urSokULWrRoIRj0lqSoqAh/f3/09PT48ccflZ5LJBL8/PwYP348T548UZmHxMREbG1tVZ6I+eDBAyIiIpgwYYLS2nVZeVi4cCE+Pj4qZ6bUpTF27Fh0dXWFr2CJRMLLly8VwpVuU1XRHuRoUhd2dnZCm+rduzf29vYkJycTFxfH7t272b59OydPnmTu3LmEhISorQv4zzJITk4OmzdvJjk5mYULF7Jt2zYyMjLYvn07oaGhlToB9f379xw9epTOnTsrPZNP+w8aNIg6depgaGjI0KFDFWx97t27R0hICCEhIbRq1arM37p06RKHDh2q9AsJ/nNqb0BAAPXr16dOnToEBwcr2TjIKU97+BjXrl3jxIkT+Pr6Kj2rXr06JiYmeHt7o6urS+/evalfvz4XLlxQmZYmehKK+8XEiRPR1dVl0aJFALi7uzN9+nRGjRqFg4MDpqamfP755yr7r7p2KaegoIBDhw6pXEKRy3LUqFFKz+bPn8+kSZOUBk7lpXr16ujq6hIaGoqenh5ubm64u7tz6NAhpbAtW7ZU0tfHjx9n8eLF+Pv7VzoPIuWjUudsmJiYKFhVR0ZGCutwcgPNnj17Kq3jlkVhYSF37tzBysqK7du3C/dfv35NVlYWVlZWSlbrR48eVTL2yczMxMbGRlgPb9asGc2aNePvv/9WeEGcOnWK+/fv4+rqChRbNEulUjIyMtizZw9Xr15l3LhxREZGKqzXfozSU5OAYPNQHgoLC8nKyuLkyZPCwAOK5Tp+/HgmTpyotOYJxdP2gwYNUrhXnulpeZ4DAwN5/Pgxf/zxh1q7iKKiIt6+fatyyQyKp9R9fHyU7j969IgZM2bw9ddfq3w5lZWHY8eO8fDhQ/71r38BxTMEvr6+BAcHK718ZDIZAQEBPHnyhB07dghpNG/enN9//10I9/r1azIzMxWWD6qyPWhSF6UpuQzj5uYmLEE5OztTp04dLl++rFamcuRt6v379zg5OQmzU/b29rRu3bpcOzJK8+zZM168eCHIVSqV8v79e3r16sWvv/6KsbGx2lmX7OxsgoKCGDVqFD169Pjobx07dow7d+4IA85Xr14hlUq5fv26yul8VdSuXbtM25PSyNuDvK7l7aF3797s3bu3XGmcOXOGBw8e4OHhoZBGRkYGX3/9tVoD5bIoj54sjUwmY/LkyTx58oQtW7Yo9O/Ro0czevRooNh4d8mSJTRv3vyjbhlKy/HIkSPUqlULR0dHpbCnT5/mwYMHuLu7A/+RQ9++fbl37x7nzp0jMjJSCO/t7c13332ncrdIaezs7D4apqwyyGQyzpw5w8WLF1myZInwbOTIkUyfPp2ePXtWOn0RRSpls3H//n0+fPjA+/fvOXjwIC9evKBDhw48e/aMmJgYOnbsSMeOHdXGf/LkCbt27eL169dIpVKOHDnCrl27cHV1pWfPnty4cYO9e/dSUFBATEwMzZs3V5ohuXHjBk+fPlVS/E2bNuXatWvCTMbt27e5fv26kp3A0KFDOXr0KAkJCSQkJDBs2DA8PT1Zv349aWlp+Pr68sMPP6i1l8jPz+fEiRO8e/eOwsJC9u3bx4ULF3B2dubcuXNkZ2cjk8nIyclh2bJlgsIpSW5uLnFxcYIcjh49SlxcHC4uLmzfvp0jR46QmJhIYmIidevWJTIyUuXXwfXr11XKwtbWFiMjI/744w9hySs1NVXJgGrKlCmkp6ezdetWBSPBI0eOcPnyZaRSKS9fviQ8PBxDQ0OVCu3q1avk5uYKCqVkGadPn06fPn3UGo6VlYfdu3dz8uRJjh8/zvHjx6lfvz6xsbGMGTNGKY2QkBDS0tLYtm2bQhp9+vTh+vXrxMfHU1BQQGRkJLa2tgrT/5q2Bzma1EV+fj4nT54U2tT+/fu5cOEC7du3x9bWlpSUFO7fv49MJuPUqVNkZWUpGZnm5uaye/duoU0dO3aM3bt34+zsjL29PWfOnBFmMlJTUwX7k8LCQmQyGTKZjMLCQsFHSGFhobBDRSqVCuGMjIyYMGECvr6++Pr60r17d7744gs2btyIsbExvXr1YseOHeTl5fHy5Uu2bduGi4sLjx8/ZtKkSQwcOFDtroDSjB07lps3b3LhwgUuXLiAv78/PXv2VDsroY5vvvmGFStW8PjxY549e8ayZcvo1auXyrBDhw7l2LFj7Nu3j3379gntQT74f/funbB0/O7dO4WdOHJ8fHxISkoiPj6e+Ph4hgwZgoeHB2vXrqVLly68fPmSnTt3IpVK+fe//82jR49wcHAQ4leFnoRi4+qbN2+yefNmhX5RUFDA9evXkclk3L9/nylTpjB27FilnSRltUs5e/fupVevXioHc0OGDOHw4cPs2bOHPXv2MHToUDw8PFi3bh1JSUns3btXeAbwyy+/KNlnFRYWUlBQgFQqRSqVUlBQQGFhIa6urpiamhIVFUVhYaGgK0oPwF++fElKSopQhoSEBM6fP4+Liwvx8fH88ccfbN++XRjALVu2rNKGyFXB/6LNRqVmNk6dOkVKSgpSqZSmTZsSHByMrq4uycnJ5ObmCgpbzrJlyxTia2lpsWHDBqZPn05RUREmJibMnTtX+Mr517/+RXh4OAEBATg4OCicVSDn8OHDtG/fXsmC3s7OjiFDhrB48WKeP3+OgYEBAwcOVHrB1qhRQyGuvr4+1apV48svv2TRokXk5eUxY8YMwbCrYcOGCltZP3z4wIoVK7hz5w7a2tpYWFiwZMkSzM3NOX78OOHh4eTn52NgYICHhweTJk1SKoOWlhYbN25kxowZghzmzJlD9+7dlcLq6OhgYGCARCJRenbo0CE6dOigtFb62WefERERwfLly9mxYwfGxsaEhIQorHvfvXuXdevWUa1aNYVBxJIlS9DT02P69Ok8fPiQ6tWr4+DgwI4dO1TavyQmJuLq6qqUh/3795Odnc3mzZsVzggoub2urDwMHjxYIT1tbW0MDQ2Vpovv3r3L2rVrqVatmoLCjY2NxcfHh02bNjFt2jTGjh1LmzZtWLdunUJ8TduDHE3qorCwkFWrVgltytzcnKioKMzNzTEzM+P+/fv4+/uTn5+PsbEx4eHhSstLWlpabN68mYiICIqKimjYsCE//PCDoLyDg4OZMGECubm5fPHFFwQEBHDp0iWFrULR4kkAACAASURBVKdXr17FxcUFV1dX1qxZIyxByRXx+PHjMTAwUKiDGjVqoKWlJRis+vn58eLFC3x8fNDT08PLywtfX182b97MgwcPWLt2LWvXrhXil/WVr6+vryDPzz//nOrVq2NkZKQ2jioiIiLIzc3FxsaG6tWrM2jQILW7D0q3B4lEIrQHQMGYUf5iK72LQ12bku+oWLVqFbNnz2bOnDk0btyYlStXKuy2qAo9ee/ePTZs2EC1atUUDEqjo6Pp0qUL48eP586dO0gkEoYOHapSHmW1SyheNj937pzKc2PKkoM64+batWsr6ZjIyEgF+5qtW7cSHh5OREQE27ZtIyAggOjoaBo1asSaNWuUPogKCwtZsWIFmZmZ6OjoYG5uTmxsrNrlWUNDQ5V6TqTyaMnKO78PCgdnVQZNvUKePHlSo/hAuberqaMqvL6qOzOjvFTFNlz5ORiV5X/F62tFDpRSxz/B62tFX7ylWblypcZ50LR/V0V70NRra1Wcs/DhwweN4hsYGGicB037RVZWlsZ5qAqvr5r2jYyMDI3zoOk7o6I4ODhUammzMri7u5d7KVJTxOPKRURERERERD4poiM2ERERERGRfxCiIzYRERERERERkQoiDjZEREREREREPiniYENERERERETkkyLabIiIiIiIiPxD+L84A+O/QYUGG/JjiCuLVCrVKP7HjjUuD5puS6usb4aSaLot7WOOzMqDKqdYFcHe3l7jPFRFh9I0DT09PY3zUNYBduVBlT+MiqJp39K0DIBKr6UVobR/pcqgad8qfW5PZdD0fAZNt++C5u1B063UgJKH1spQlqO8/1YeRKoGcRlFRERERERE5JMiDjZEREREREREPiniYENERERERETkk1KpwcaTJ0+IiYlh4sSJBAUFsWnTJqRSKWlpafj7+ytcvr6+nD17VimNwMBAWrVqhaWlJa6urvz2229KYaKjo2nQoAF//fWX2rxkZmZiaWmp4AE0Pj4eFxcXmjdvztixY3n+/HmZ5blz5w62trZMnToVKPZSaGlpib29vXDt3LlTIc67d++YPHkyrVq1wszMDE9PTwU38nFxcXTo0AEzMzOcnZ3Zt2+f0u++e/eOSZMm0bJlSxo1akTHjh1JTEwUnr9584Zp06bRtGlTzMzMVDqN8vPzo02bNjg5OeHk5ESfPn2A4uPEBwwYgIuLC25ubgQHB/Po0SOV5Q8ICKBly5Y0bdoUZ2dnoS7Onz/P4MGDsba2xsbGhjFjxqhNY+LEibRo0YImTZrQoUMHBT8of/31Fy4uLpibm9O/f3/u3bunJIeAgADs7Oxo2LAhrq6ughzOnj1Lv379MDMzo3HjxowcOZKcnByl31+9ejXu7u58+eWX+Pv7Kzxbv3499vb21KtXj/79+5Odna2yDJMmTcLBwQFra2vc3NwUPMW+ffuW8PBwWrRoQfPmzRk4cKBSfHk5bG1tadCgAa6urhw8eFB4fvToURwdHalbty69evXi7t27KvMBmrfrzMxMrK2tCQkJAYp9j3h7e2Nvb0+7du0ICwtTclEOMGDAAIWrd+/erFq1Sincb7/9Rs+ePbl48aJaOWhSn6tWrcLFxQUDAwPGjh0r3L9+/TouLi7Ur1+f+vXr07NnT65fv64Uf+XKlXTo0IGaNWsqOe07fPgwLVq0wNDQkK5du6o9mrsq+kVAQAD29vY0a9YMFxcXIY20tDS6deuGtbU11tbWDB48mLS0tCqPD5rr2smTJ9OmTRtsbW3x8PBgy5YtwrMtW7bg7u5O8+bNGTlypEo5aNo3q0LXAgQFBeHo6Ejz5s1xd3cXyrFr1y6srKyEq1mzZpiamvL333+rTEekclRqsLFp0yZq1qxJbGwsc+bMIS0tjcOHD2NlZcXq1auFKzg4mOrVq6s8W37SpEmcPn2a9PR01q1bx+LFixUq986dOyQkJHzUj8j333+vYKyYnp5OeHg4MTExnDt3jho1ajBz5swy05g1a5ZSHo2Njbl8+bJwlfZQWVhYSIMGDdi9ezeZmZnMmDGD0aNHc/fuXbKzs5kwYQJz587lzp07zJo1C39/f548eaKURsOGDdm7dy937twhPDxcSAOKvZg+e/aMU6dOcfv2bebPn68y/2FhYZw+fZrTp08LnhObNGnCzz//TEpKCocOHaJRo0bMmzdPZfxJkyZx9uxZMjIy2LBhA4sWLeLy5cs8f/6c4cOHc/bsWc6dO8fnn3+u5NZdTlBQEOfOnePWrVts3LhRSOPp06f4+fkRGhrKjRs3aNWqFePGjVOSg4mJCQkJCdy7d4+ZM2fi6+tLVlYWz58/x9fXlytXrpCamkrNmjWZOHGi0u/Xq1ePb7/9lhEjRijcT05OZvbs2WzdupW7d+9iZmam0nMuFCvlkydPcuPGDdatW8ePP/4otMnp06fz/Plzjh49SmpqKj/88INSfHl97tu3j/v37xMRESGU4+nTpwwfPpyZM2eSlZVF69at8fX1VZkP0Lxd//DDDwptOj8/n8DAQE6dOkViYiI5OTksXLhQKd7OnTuF6/fff0dPTw9XV1eFMNnZ2SQnJ6s1vquK+qxfvz6hoaF88803Svd///13Hj58yP379+nVqxcjR45Uit+gQQNmzJihFD83NxcfHx9mzZpFTk4ODg4ODB8+XGU5qqpfnDlzhps3b7J+/XoiIyO5fPky9erV49dff+X69etcvXqVrl27MmHChCqPLy+HJro2ICCAlJQUrl69yq+//kp0dDRXrlzh1KlT/Pjjj/z6669cvnwZU1NTlQ4nNe2bVaFr5eU4ceIE169fZ+3atUL/7t+/P2lpacI1f/58GjVqRIsWLVTKQ6RyVGrr65MnT/Dy8kJPTw89PT3s7Ox48OCBUriUlBTatGmjchdLSa988q0+d+7cERRkREQEERERar0yQrHn0Fq1auHg4CB8ncTFxeHl5YWTkxMAU6dOpXPnzrx69UrJUygUu0auVasWTZs2rZDzIYlEQmhoqPB/t27dMDMz4/LlyzRo0AADAwPBG2TXrl3R19fnzp07ClbeEolEwVNit27daNSoEZcuXeLdu3fs37+f1NRUatWqBVRsN05pj4o6OjpKMwpySnqwLFkX/fr1Uwjn5+dH//79K5TG5cuXsbKyom/fvgBMmzYNGxsbbt68KXRmiUSiUM/du3fHzMyMS5cuKeVh7NixKmd45OEuXryo0Bb37dtH//79ad68OQChoaFYWlpy+/ZtGjdurJCGqjaZlZWFRCIhMTGRs2fPUrNmTUC1cyaJREJ4eLjwf48ePYRy5OXlYW1tLcgvLCwMCwsL0tPTqVOnjkI6mrbrPXv2KMUvKccaNWrg4+Oj4OlVFcnJyRgaGmJnZ6dwf+XKlfj5+bFixQqV8aqiPuVO3S5cuKBQn4aGhoKDL5lMho6ODrdu3Sp3/Li4OGxsbISZqe+++44GDRpw48YNhTYMVdMv1LUpe3t7weGavBylvcZWRXx1aVRE11paWirEh2JHbZcuXaJnz57C86CgINq1a0dWVpbCjjlN+2ZV6NqyZFm6L+/YsYNBgwb9n24//V/c+lqpmY0uXbpw+vRp3r17x7Nnz7hy5YrSKPDdu3ecO3cOFxcXtemEhYXRuHFj3N3dMTY2xsvLCyhWlrq6usL/qsjPz2fJkiVEREQo3E9PTxcaLxRvE9XV1VXZEfPz81m6dKnKTpaXl0f79u3x9PRk/vz5vHnzRm1eoNjN8q1bt7C2tqZVq1Y0a9aM/fv3I5VK2bdvH3p6eh/dGlgyjfPnz2NqasqiRYto2rQpLi4uCm7ZS7Js2TLc3d0ZOXKkwpJVdnY2Li4utG3blg0bNqj9oofijm5hYYGrqyt169YVOm9JTp06peS6uXQa5ubmuLi4CGmkpaUpuLaWSCSYmZmpnfKVyyEjI0OhHuWcOHFC6aVQFjKZjJKOjeV/X7t2TWX48PBwmjZtSseOHTE2NqZTp05cvHiRhg0bEh0dTYsWLfDy8iIhIeGjv12yHNevX1foIxKJBAsLC6UlAE3btTx+yUGPKs6cOaPwElFFUlISnTp1UlB8x48fR1dXl7Zt25YZtyRVWZ9y6tWrh6GhIVOmTGH69Onljnft2jWlemjcuLHKpRiomn4xY8YMLCwscHNzU9BzUPwCNDc3JyIigqCgoE8SHzTTtVA8ILGysqJTp04YGxvj6emptm+V1bdLUtG+KUcTXRseHk6zZs3w8PAQ+ndJ7t+/z+nTp1Uuk4poRqUGG9bW1jx48IAJEyYQEhKCubk5Dg4OCmHk04tlKZKFCxdy8+ZNdu3aRc+ePdHT0+P169csWrSIOXPmlJmH6OhoBg8eTIMGDRTuv3nzRvj6lFOzZk2V69OxsbEMGjRIyY1x48aNiY+P58SJE2zcuJHU1FQWLFigNi8fPnxg/Pjx+Pj40KxZM3R0dPDx8WH8+PE0aNAAf39/oqOjkUgkZabh7+/PkCFDsLS05OHDh1y/fp1atWpx7do1Fi9eTEBAgFJHDg4OZt++fSQlJTFw4EAmTZokzGDUr1+flJQU/vrrLwIDAzE3N1f7+5GRkWRkZBAfHy/URUmuXbtGTEwM33//fZlp3Lp1i927dyvUZ+n6qFWrlsr6kMthzJgxDB06VOllmJqaSmRkJHPnzlWbh9J069aNnTt3kpqaytu3b1m0aBFaWlpq9+8vWLCAtLQ0du7cSY8ePdDT0yM7O5u0tDRq1qzJ+fPnmTdvHiEhIdy8eVPt78rLMWzYMCwtLXn9+rUwQ1WWHDRt10uWLFEZvyTHjx9n586daqf+oVihp6amKrxc3759y4YNG5SWwcqiqutTTk5ODo8ePWLJkiUVOvPl9evXSi7cDQwMyM/PVxm+KvrFokWLyMjIIC4uTimNtLQ00tPTWbBggdppe03jg2a6FmD+/Plcu3aNHTt20L17d/T09PD09CQhIYHr169TUFDA0qVLy+xbpalo3wTNde2CBQu4ceMGf/75p1COkuzYsYN27drRqFGjcpVBpPxUeLBRVFREVFQUjo6OrF69mp9++ok3b96wfft2hXApKSm4uLh8dDpIR0cHJycnsrOz2bBhA1FRUQwcOLDMyr569SopKSmMHj1a6Zm+vr6SAlY11Xzt2jVOnDih8mvfyMiIZs2aoa2tjampKdOnT+fAgQMq81JUVMSECRPQ09MjMjISgGPHjjF79mzi4uLIzs4mPj6e4OBgrly5ojaN8ePHo6ury+LFi4Hig4F0dXWZNm0aenp6uLi44OrqypEjRxTitmzZEolEgp6eHv369aNVq1YcP35cIYyBgQF9+/Zl8uTJFBYWqswDKNeFnMzMTIYNG8bcuXNp37692vil01i/fj0SiUSpPvLz81UuaRUVFTFu3Dj09PSIiopSeHbr1i0GDRpEZGQkzs7OZeahJB4eHkRERDB8+HBsbGxo1KgRNWvWLPNlrKOjQ7t27cjOzmbjxo1CXUyePBk9PT06dOiAs7Mzx44dUxm/qKiIsWPHoqurK5RDIpHw8uXLMuWgabu+du0aKSkp+Pn5qS3bxYsXCQkJYcWKFUrLSCU5dOgQNjY21KtXT7i3efNmOnXqpHCvLD5FfZZEIpEwduxYxowZw+PHj8sdp3Q9vHz5UmkgV5Kq7hcl04Diuh05ciRBQUHk5uZ+kviq0iiPri0dv23btuTk5LB58+b/r70zD4vi2P7+l2XYBgUXEAmiqAiIiIpRQVTAfQ1GcI1JNHEJwRg1N+pPr8Zd4xoRTVCRSDTuICoRZTOCgjvboKIIDg7bMGwZmIWZev/gmb60MygwkDfPvfV5nn5geqaqq05XnT5ddaoOPD09sWLFCixduhQeHh6wsbGBqamp2stbYzS3b7aGrlXVY8iQISgqKkJ4eDjru4sXL8LPz69J5ac0j2b7bIjFYohEIowZMwYcDgccDgeenp64dOkSZs2aBQAoKyvD06dP3+kA9zZ1dXXIz8/H3bt3WR2qrKwMS5cuRUBAAPNGlZKSgoKCAkZJ1dTUQKFQICcnB6NGjWINib5+/RoymQx2dnas66WmpuLNmzfMzomqPFRvMQ3R0dFhDfepIIRg+fLlKC0txZkzZ8DhcAAAGRkZcHd3x8CBAwEAgwYNgpubG27duqX29kEIwbJly1BaWoqzZ88yeTScemgOjZW1rq4OIpFI45udpt/m5eUBAPh8Pvz9/bFixQr4+/s3uRyqPBwcHFiGqFgsRn5+vtqwMyEEgYGBKC0txfnz5xk5APX30NfXF//6178we/bsJpdBxeLFi5m2k5OTg927dzdpt0tVmxw3blyTr0UIwddff43S0lJcuHCBqYeTkxNrdYtYLMarV69YUwvatmtVepVDZ8M2feXKFWRlZWHx4sXYtWvXO6c3gXpjY+bMmaxzaWlpEAqFzBRSZWUlduzYAX9/f7W20Zb3syFKpRI1NTUQCASwtLR87+/79u3LWiklFouRm5urcYrnbVqjXygUCiaPt+tRW1uLwsJCNR+e1kyvqsf7dO3bq0Y0pQeAzz77jHHCzc3NRVBQ0DunlN6mqX2zNXTtu+oB1K+UKi4u1uhD9HdDfTZQP3RrYWGB+Ph4KBQKiMViJCcns7bxvnPnDnr37t1o5xcKhYiMjIRYLIZCoUBiYiIiIyMxfPhwnDt3DgkJCbh58yZu3ryJLl26YNeuXawRiLlz5+LWrVuIjo5GdHQ05s2bBx8fH5w8eRK+vr6Ii4vDvXv3UFNTg3379mH8+PFqb9KzZ89GXFwcoqKiEBUVhTlz5sDLywuhoaFITU2FQCAAIQSFhYXYs2ePxjnN7777Ds+fP8epU6dY2xwPHDgQKSkpjHWdnp6OlJQUjQbEqlWr8Pz5c5w+fZqVh+pNYf/+/airq0NKSgqSk5NZc4xVVVVITk6GVCpFXV0drl27hocPH8LDwwOxsbF49eoVlEolRCIR9uzZA0dHRzVDo7S0lHUvEhISEBERAU9PTxQWFsLPzw8LFixQ8+p/O4+IiAiNeUyaNAlPnz7F1atXIZFIsG/fPjg5OcHe3p6Vx4oVK/Ds2TOcOXOGJQeBQICpU6fiyy+/1PjGr6Kurg4SiQQKhQJKpRISiYQ5x+PxQAgBn8/HN998g6+++godOnRgpRcKhbh8+TKrTaqWmg4dOhTW1tY4dOgQ6urqcP/+fdy9exdeXl5q5VDV4+zZs6x6TJ06FdnZ2bh8+TIkEgl27doFZ2dn1tSCtu16zpw5SExMxLVr13Dt2jXMnTsX3t7eCAsLw7Nnz/D5559j48aN752f5/F4KCsrU1uFsn37dhw+fBhBQUEICgpCx44dsWzZMkyZMqVRObTG/VQoFMz9jIuLw5MnT6BQKFBVVYXvv/8e5ubmatO1jaX/6KOPkJWVhYiICEgkEmzbtg0uLi5q6VujX7yt5xrmcevWLWRkZEChUKC6uho//PADzMzMWP1C2/Sa8miurhUKhYiKimLS37p1C1FRUfDw8IBEIsGzZ89ACMGbN2+wdu1aLFy4UE3HaNs3Ae11bWP9u+Go2oULFzBp0iSNo66UVoA0g7CwMBIWFkY2bdpEHBwciImJCTE1NSWDBw8mBw8eZL63srIiCxYsYD6rDoFAQAQCAcnIyCDDhg0j7du3J6ampsTR0ZHs3r2b+b7hYWNjQ86cOUMEAgHJy8vTeCxfvpz4+voyn3/66SdibW1NjI2NyZgxY8iTJ0+Y73JycjQey5YtI9OmTSM5OTlk7dq1pEuXLsTIyIhYWVmR+fPnk8ePH5OcnBwiFAqJUCgkjx8/JgCIoaEh4XK5zHHkyBEiFArJzp07iZ2dHeFyuaR79+5k06ZNTFqRSEREIhFJS0vTmMcvv/xCRCIRSU5OJoMHDyYmJiakT58+5OTJk0QkEpH09HSSnp5OEhMTibOzMzExMSHt2rUjLi4u5JdffiHp6elkzZo1xNramhgZGZFOnTqRCRMmkOvXrzNpi4qKSFFREcnMzFS7F3v27CFFRUXku+++IwCIiYkJ6ygqKiLFxcXMkZWVRdzd3dXyUH1/7tw50rt3b2JkZEQ8PDzI/fv3SXFxMamsrCSVlZUkIyNDoxyOHj1K1q5dSwCwznO5XCZtdXU1qa6uZn7X8Fi7di3h8/mMjCwtLcnKlStJRUUFk66goIAUFBSQtLQ0MnToUKYODg4OZNeuXcz3cXFxZNCgQcTY2JjY29uTo0ePMt9VVVWRqqoqkpmZ2Wg9qqqqyOXLl4m9vT0xMjIinp6eJCMjg1RVVbVKu87NzVU7vvnmG/LRRx+R3NxcMmPGDKKjo8O6j/b29sxvo6OjmWPixInE29ubdU7TYWlpSbZt28Z81vZ+1tbWMse6devU7ue6devIb7/9Rvr06UO4XC7p3LkzGT9+PLl37x6TTiqVEqlUStavX6+Wfv369UQqlZLo6GjSp08fYmRkREaOHEmePXvGpNO2XxQVFZHCwkJSWFjYqJ4rLCwkISEhpFevXsTExIR07NiR+Pj4kLi4OCattum11bX5+fkkPz+fPHr0SK1f7Ny5k+Tn55P09HTi6OhIjI2NiYWFBQkICCC5ublMWm37ZnV1tda6ls/nEz6fT548eaKxf6u+z8nJIe3btye///47c051/N0MGjSIaY9tfbi5uf1t9dIhRMOYeyO8PVfYXJozHK2J1gjUpG0gNk1Wd3PRNlhUQUGB1mVoypDzu2iNYT5tA1YB2suysrJS6zK87fjZXFojEJu2wbuePn2qdRneNzXzPlojKJ627aG8vFzrMjRDpbYZ2pZBWz0JtE4QNKlUqlV6bQO5AYCNjY3WeTQHNzc33L1792+5loeHBx48ePC3XIuGmKdQKBQK5R8E9dmgUCgUCoVCaSbU2KBQKBQKhdKmUGODQqFQKBRKm0KNDQqFQqFQKG0KdRClUCgUCuUfxH+jg2izjI2mbgncGNour8vNzdUqPaD90tX3hbxvCtour3s7mmFLUEUPbSkNd8NsKcXFxVrnoe3S1dZY6viuLaKbgqbNwZpLwx06W8Lbu+a2hPdt2f0+WmO5n7b9W7UTpTZs27ZNq/SqXY21Qdvl1A03aWwprbFVgYmJiVbpNYWaby5/99LX/1boNAqFQqFQKJQ2hRobFAqFQqFQ2hTqs0GhUCgUyj8EHR2d/12fjUOHDiEsLAxPnjzBgAEDmOiuQH2kvsjISFRUVKBbt26YNWsWM2+alpaGpKQkCAQCdOvWDceOHQMATJo0iZW/TCbDtGnT8M033wAAHj16hJ9++gklJSVwcnLC999/rxbWWiAQ4PTp08jPz4epqSn8/f0xaNAgAEB2djZOnToFkUgEOzs7LFy4EJ06dVKrV0lJCUJCQvD8+XNwOBwMGzYMCxcuhJ6eHl69eoXDhw+joKAANjY2CAgIUIscCwCxsbE4ceIEiouL0bFjR6xbtw6Wlpbw9/dnBQyaN2+eWhTct6NFymQyTJo0iYm4KJFIEBoaiqSkJCgUCtjZ2WHnzp1qZbh58yaOHTuG4uJidOrUCf/+97/h7OyMDRs2IDs7G0VFRQgODoabmxsA4Pz58ygsLIRMJgOXy2VFiVQqlSgvL0dNTQ0IITAwMGBkX1xczGwfPGbMGMjlctja2iI8PByxsbEIDQ1lycHMzAxbtmyBQCAAADg4OODbb79Vk+PcuXPV5DB+/HgsWrSIqV9ERAQqKirg6OiIwMBAta2QhUIhTp48iZcvX0JfXx+DBw/G3LlzoaenBx6Ph7Nnz6KkpATt2rXDpEmTNPpJFBcX4+LFiygoKACXy8XUqVPRv39/APURVePi4lBdXQ07OzvMnj0b6enpuH//PgoLC9G3b19MnToVQH1kzsjISBQVFaGyshLz5s1D9+7dmeukpKQgPT0dVVVVMDY2RklJCWbOnIlp06apyWHq1Kn4+uuvkZ2djbCwMLx48QK6urro378/AgICNLZrAIiPj8evv/6KkpISdOzYEatXr0b//v2RkJCAsLAwlJaWwtLSEl9++SVKS0tx8eJFiEQi9O7dG97e3ow87t+/D6FQCB0dHVhbW8PDwwNcLhcA8ODBAzx+/JjZIvy3337D7du30bVrV3z33Xe4desWKioqYGdnh/Xr12Ps2LEA6qPRbtiwAZGRkZDL5ejXrx8TSRZoHf0AAF9++SUyMjKgp6cHoH6L/sjISDx48ACLFy9mbZe/Zs0a1NTUaJRlc1m3bh2Aev+PhuHKX758iaioKFRWVsLGxgYzZsxgdOWFCxeQnp4OPT09przXr1+Hnp6eVjrm7ci9MpkMEydOxJIlS5CYmIjDhw8z3ymVSshkMuzbt0/NZ6O5sny7LavIy8vD5MmTMWHCBOzduxepqamYP38+qx4bN27Exx9/rJZ22bJlSEpKQk1NDSwsLBAQEIC5c+eCz+dj2LBhLP+OgIAArFixgpV+0aJFanWIiIgAUO+7tXv3biQlJUFHRweenp5a+95Q2DTJ2LC2tsb69euxa9cu1p75YrEY4eHh8PPzg5OTE2JiYnDq1CkEBgYCqHfu8fT0RElJCV6+fMmki46OZv6vra3FjBkzGKeoyspKbNy4EatWrYKHhwdCQ0OxZcsWBAcHM2kUCgWCg4MxatQorFy5Es+ePUNQUBA2bNgALpeLw4cP47PPPoOrqysiIyPxyy+/4P/+7//U6hUSEgIzMzMcO3YMYrEYmzdvxvXr1zFu3Djs3LkTU6ZMwYQJE3Djxg3s3LkThw4dYqW/f/8+jhw5gk2bNqFv374oKysDUB/lEAD++OMP6Os3LuLz588z/0skEsyfP58VXyI4OBgKhQJHjhyBqakpXr16pZZHamoqgoODsXXrVvTt25flrOjq6opZs2Yxyk9F586dYWZmhtraWrUYCiKRCIQQWFtbQ1dXl+Xk1dA59vTp0wgMDMSgQYNw7949HD58GJs3b2bJwcjICNu2bYOVlRWUSiUuKrj0JQAAF/9JREFUXbqEjRs34uTJk6xrNnQ2lUgkWLhwIRONMSsrC6dOncLmzZvRtWtXhIaGYt++fdi6dSsrj5MnT6J9+/Y4cOAAampqsHv3bsTHx8Pb2xuHDh2Cv78/vLy88OrVK/z444/o2bMnbG1tmfQKhQKhoaFwd3fH0qVL8fLlSxw/fhxWVlaoqqpCdHQ0AgIC0LlzZ0RGRiI8PBwjR47E2LFj8eTJE+aeq+jWrRuGDBmCS5cuqd0zQgimTZsGS0tLlJeXIyIiAhYWFoiKimJ+U1tbi1mzZmHEiBEAgOrqakyePBlubm7Q09NDcHAw9u7di+3bt6vl/+DBA4SEhGDDhg1wdHRk7kdpaSm2b9+OrVu3YsiQIUhJScGmTZuwfPlyDBo0CAUFBax6SKVSODk5oVu3btDR0UFycjISExNZIbh79uzJRJHdsWMHgHq98MEHH+Dq1auwsbHBzZs38cUXXyApKQm2trZYsWIFE8m4Q4cOTMROFdrqh4asXr1a44PLwsICMTExrHNxcXEa82gudnZ2qK6uZp0Ti8U4deoUpk+fDkdHR8TGxuLs2bNYunQp85sRI0Zg7NixLAdRbXXMuXPnmP8lEgk+/fRTRsd4eXmxjO64uDicPXsWvXr10phXc2TZGD/88ANjwKuwtLREUlLSe9MGBgZiz549MDQ0xIsXL+Dn54d+/foxBlt2dvY7ZaGqw/Tp09XOr1q1Cs7Ozrh27RqMjIxYzytK69Akn42PP/4Yvr6+ap7BGRkZ6NKlC/r37w8Oh4Nx48ZBIBAwq1bs7e3h6ur6zkBVf/75Jzp06MA0wNu3b6N79+7w8vKCgYEBPvvsM7x8+RKvX79m0hQVFaGiogJjx46Frq4unJyc0Lt3b6SkpODRo0ewtrbG4MGDweFwMG3aNPD5fBQWFqpdu6SkBB4eHjAwMECHDh0wYMAA8Pl8ZGVlQalUYsqUKeBwOIxyzczMZKU/fvw4FixYgH79+kFXVxcWFhYtXimSnJwMMzMzJjRyQUEBUlNTERgYCDMzM+jp6aF3795q6Y4dO4aFCxcyZbC0tISlpSU4HA5mz56NAQMGqAWn8vb2homJidp5uVyOmpoadOrUCXp6etDR0YGhoaHG8hYWFiItLQ0TJkxoVA7t2rVD165doaOjA0IIdHV13xtE7u7duzAzM0Pfvn0B1CtbDw8P2NragsPhwN/fHzweD0VFRax0QqEQH374ITgcDszMzODi4oI3b95ALBajtrYWHh4e0NHRQc+ePdG1a1dmtEVFSUkJKisrMWrUKOjq6sLe3h49evTAw4cPwePx4OrqCisrK+jr62Ps2LHIzc2FtbU1XFxcWG9lAKCnp4chQ4agW7duGgODubu7w8rKCrq6uujUqRPc3d3B4/FYv7l9+zbMzc3h4uICABgyZAhGjhwJLpcLIyMjTJs2DVlZWRplGBYWhvnz56Nv376s+1FaWgpTU1MMHToUOjo6cHd3h5GREWxtbWFnZ6d2r21tbdGrVy8YGBiAw+HA2dm5SSuIuFwu1qxZA1tbW+jq6mL8+PGwtbXFkydPkJOTgz/++AP79+9H586doaenhwEDBjSaV0v0Q0tRGU3a8ubNG7UVDFlZWejSpQtcXFzA4XAwevRoFBYWvne1RFvqmLdRGedtNYR/9epVtG/fHu7u7i1K7+DgwGqjOjo6yMvL07pcd+/eRXFxMb799lu0a9cOHA4Hjo6OWudLYaOVg2hxcTG6du3KfDYwMECnTp2ataQxJiYGY8eOZRp4Xl4ey7I2NjaGtbU1q1FpimhICMGbN28gEAhYHd3Q0BAWFhZqDxcAmDx5MpKTkyGVSlFWVobHjx9j4MCB4PP56N69O6vTde/eHXw+n/msUCjw9OlTlJeXY9asWZg+fTr27dvHilLo5+eH6dOnY/v27aioqHinHOLj4+Hj48Nc8/nz57C0tMSpU6cwd+5cBAYGIjk5mZVGoVAgOzsbFRUV8PPzw9SpU7Fnzx5IJJJ3XqsxpFIp9PX1UVFRAT6fD4FAALFYrPG3f/zxB1xdXdGlSxc8ffoUFRUVmDlzJnx9fbF3716WHMaPHw8fHx/s378fn3766TvLkJCQgFGjRjFyIISw7rfq/7cfLmPHjsW9e/cglUpRXl6OjIwMuLi4wMzMDEOHDkVSUhKUSiVevHiBsrIy2Nvbs9I3FiWzsLCw0TK8bfC0BEIIMjMzWdMsQP3U0ZgxYxpV/BkZGWppgPo28ezZM2b6xt/fHz/99BOkUikcHBxga2uL5ORkKBQKJCUlgcPhoGfPnk0qa2FhodrS0tevXyMsLAznzp1DaGioxnSqkU1HR0c8fPgQ3bp1w86dO9G7d28MHz6cNaLzNi3RDw0JCgqCt7c3Pv/8c1Z0S5FIhNGjR2Py5MnYs2dPq0QHVcHlcmFmZsY6V1JSwprqMTAwQMeOHVm6MjU1FVu3bsXChQuRmJjYJjqmMWOipKQEWVlZzBSaJrSRZXV1NX766SesXbtW7TuRSIRhw4bB29sb27Zte+d01tq1a9GrVy+MGjUKlpaWLANx6NChcHNzw4oVKxpd+hsUFAQfHx8sWLCAqYOqL23YsAHe3t745JNP8PDhw0bL8Heg8tto6+PvRCtjQyaTqYUJNzIyanJY4OLiYqSnp2P8+PHMudraWmZOWAWXy2U1QCsrK7Rr1w7Xr19HXV0dsrKy8Pz5c8hkMkilUrU3TWNjY40PYGdnZ/D5fHzyySdYvHgxevXqhSFDhkAikaiN4piYmLA6UXl5Oerq6pCYmIjg4GCcOHECOTk5CAsLY6ZmLly4gOPHj6OmpgabN29uVA4lJSXIzMyEj48Pc04oFCI/Px9cLhe//vorlixZggMHDrAMHpFIhLq6OsTHx+Pnn39GeHg4nj17hhMnTjR6rXehUCggl8uhq6sLGxsbdOzYEWVlZRrDTV+/fh0TJ05kypCQkIDDhw8jLCyMkYOKmJgYxMTEYOXKlejTp0+j1y8tLQWPx2MpPDc3N9y5cwd5eXmQSqU4d+4cdHR01NqYg4MD3rx5g4CAAKxcuRI9evRgfHiGDRuGqKgoLFq0CDt27MCMGTPUfB26dOkCU1NTJCQkMA/sly9fQi6Xw8nJCWlpaRAIBJDJZLhx4wZ0dHRaZR+B27dvgxCCcePGMedKSkqQkZHB+Di8TW5uLk6dOsX4tDRE1S5v3bqFgwcP4tixY8jJyUF4eDj09PQwbtw4bN26lfm7cuVKtf6iibKyMjx69Ii1l0avXr0wc+ZMfPrppxg5ciR2796NixcvstLJ5XIsWbIEs2fPRp8+fSAQCJCdnY327duDx+Phxx9/xNdff41nz56pXbOl+kHF8uXLcfXqVcTExODjjz/G8uXLwefz0aNHD5w5cwY3b95ESEgIeDwe9u7d+14ZNJWBAweqKfLGdKWqDbm7u2PlypVYu3YtFi1ahG3btiE5ObnVdExpaSmysrJYOqYh8fHx6Nu3r0bfF0B7WR44cAB+fn6sl1Ogfhru8uXLuHPnDk6ePInMzEyNU4MqduzYgefPnyMiIgITJ05kjLbo6Gikpqbi+vXr+Ouvv5ip/IZ88803uHLlCq5fv46PP/4Y3377Lfh8PoqLi5GSkoIPP/wQN27cwPz587FixYpW2YOH8h+0MjYMDAzUlL5UKm106P1tbty4gX79+rEaoLGxsZriqKmpYT389fX18fXXXyMjIwOrVq3CjRs3MHjwYHTo0AGGhoZqhoVEIlHr6EqlElu2bMHQoUNx+vRphIWFMT4oRkZGGsvQUCkbGBgAqH+z6Ny5M8zNzTFr1iykpKTAxMQEjo6O0NfXR8eOHbFixQrcu3ev0VGChIQEODk5qb356OvrY9asWeBwOHBxcYGLiwseP37M/EYlZ39/f6YMc+bMafHmSCoFaWZmBh0dHRgZGcHIyEjtTUUikUAkEsHb25spw9tyeLsMxsbG8PX1xZYtWxrtxImJiXB0dGT5hvTv3x+zZ8/G7t27sWTJElhaWsLY2JhlLCiVSuzduxdubm74+eefERQUBLFYzDjCHjlyBF9++SWOHj2KrVu3Ijo6Gmlpaaxr6+npYeHCheDxeNi4cSMSExPh6uoKMzMz9OnTB+PHj0dYWBi2bt2Kjh07wtDQEObm5i2Ss4oHDx4gIyMDW7ZsYdoTUD+q4ezsrKaYgfoh+nXr1uGrr75iplgaorof06dPR6dOnWBmZgZ/f3+kpqbi4cOHCAkJwYEDB3Dz5k0cOHAAe/bswYsXL95ZzsrKSkRHR8PDw4NVpg4dOoDL5UJXVxdWVlZYsmQJa3MwpVKJpUuXgsPh4McffwRQ/4DlcDj47rvvYGBggOHDh8PT0xMJCQlq122pflDh4uICLpcLAwMDTJs2DQMGDEBSUhI6d+6MXr16QVdXFx988AG+/fZbxMbGvlMGzUHTxmAGBgZqekkqlTL3/YMPPoCJiQn09PTg7u6OcePG4f79+wBaR8fEx8er6ZiGJCQkNGqIANrJksfj4c6dO1iwYIFavhYWFrC3t4euri66deuG77///r3+H6ppysLCQpw8eRJcLheurq7Q19eHhYUFtm3bhlu3bqn5zTSsw9SpU+Hq6ork5GQYGRnB2toavr6+4HA4GD9+PKysrNR0BEU7tFr62qVLF9Zwk0wmQ1lZWZN32bx58ybmzJnDOtejRw9WY6utrYVAIECPHj1Yzmuqhqlix44djFPhnTt3mPNSqRSlpaWwtrZmXeevv/6CUCjExIkTweFwwOFw4O3tjd9//x2ff/45oqKiQAhhHsD5+fmYOHEik759+/awtLRsUj0bTgloIj4+nuW1DkDjype3UZWhtYbDmroLpVgsxqhRoxgF39QyKJVKSCQSlJaWatzpMTExUaMD2sSJExnZCwQCXLhwgeXcKRaLmaFc1b0cMWIELl26BDs7O1hZWTEP5q5du8LV1RXp6elwdXVlXcfa2pr1RnTw4EEMHjwYAODp6QlPT08A9SMPsbGxjSruppCWloa7d+/ik08+UZuDj42NZa34UlFcXIw1a9Zg3rx5GDNmjMZ827VrBwsLC43348WLF+jfvz8cHBwAAI6OjnBycnrnkHF1dTWuXr0KNze3d45KAewtlgkhWLZsGUpLS3H27FmmbTXmL6CJ5uqHpqCpD6p8ilqLt1dKAfV9pOGLgkwmg0gkalRX6ujowMDAoNV0TEJCAmbMmKHxOx6PB5FIxOjPptJUWaampuLNmzeM42tNTQ0UCgVevHihtnNtc+6FQqFAfn6+xjI0Vj5N17K3t8eff/7ZpGtSWk6TRjbq6uogkUiYuWu5XA6FQoF+/fqhuLgYGRkZkMvliI2NRdeuXZkOolQqIZfLoVQqQQiBTCZjDIbMzEwIhUK1rXk9PT2Rl5eHP//8EzKZDOHh4WorBwCAz+dDLpdDKpUiJiYGlZWV8PDwwKBBgyAQCPDw4UPI5XJcuXIFNjY2am+Jqgd1TEwMFAoFxGIxEhMT0aNHDzg7O0NXVxfXrl2DXC5nvOP79evHymPSpEm4ePEiysvLUVVVhXPnzsHDwwNZWVl4/fo1lEolKisrceDAAQwcOBCmpqZqss3OzkZZWRlrFQpQr5QtLCxw/vx5KBQK8Hg8ZGZmqr01TZkyBefPn4dIJEJVVRXOnj3L5KWaVlLdQ6lUCkII6urq1HwQCCEwMjKCvr4+KisrQQiBRCKBRCJhjegolUqIxWLW8sRJkybhwoULanK4d+8enj9/zsg3KCgI7dq10+hr8PTpU40KTyaTIT8/H4QQlJaW4siRI5g8eTJLlqoHrGoKpKamBsnJyejWrRu6d++O4uJi8Hg8EEJQUlKCtLQ0tfYE1BsycrkcMpkMCQkJqKqqwpAhQyCXyxnfjfLycpw/fx4jRoyAoaEh5HI5I7+6ujoolUpG3qq2rlAoWDLPzMxEYmIi5syZo2Z0ZWVlQSgUYuTIkazzQqEQ33//PaZOnYopU6aolb0hEyZMQEREBMrLy1FdXY2LFy/C3d0dDg4OSE9PZ0YycnJymPlqVfka1kMsFuPq1atwdnZmHHYbopraUsk1JCSEMQpXrVqF58+f4/Tp06z24+HhARsbG+zfv59ZkZKcnKz2Vq2tfqiursadO3cglUpRV1eH6OhoPHr0CB4eHnjw4AFzP4uKinDw4EF4eXmprShqKQ11nkpXqpxrMzMzIZfLER8fDysrK8bQzMzMhFQqhVKpxL179xATE4Phw4e3qY5RER8fDw8Pj0a3Bm+JLBsye/ZsxMXFISoqClFRUZgzZw68vLwQGhqK1NRUCAQCEEJQWFiIPXv2aHTUFQqFuHz5MsRiMRQKBRITExEZGYnhw4fj0aNHePHiBZRKJUQiEf7973/D3d2dtTChsTq4u7vD29sbVVVVuHLlChQKBWJjY1FSUqL2MvJ38t/os6FDmmBG/vDDD9i0aRPr3JgxYzBu3Dhmn43y8nLY2tpi5syZjGX/4MED1tIroN5ZcPXq1di3bx8kEonGJakPHz7EwYMHUVxcDCcnJ6xevRpWVlas2Cjnz5/H7du3oVAoYG9vjzlz5jBvCTweD6dPn0ZZWRmzz4ZqL4mGyv3Vq1c4ceIE8vLyoKuri379+mHRokUwMzNDbm4ujhw5goKCAnzwwQcICAhAz549WW8idXV1OHDgAGJjY2FgYAAfHx989dVX+PPPPxESEoLy8nJwuVwMHjyYtSdCw2mEQ4cOQSqVYtWqVWpyyM/PR1BQEPLy8mBpaYn58+fD3d2d9SZcV1eHffv24caNGzAwMMDo0aMRGBgIQ0ND+Pr6qjkxXrp0CdeuXcPx48dZ583MzGBubs6MTsnlcujr68Pc3JylhMRiMcrLy3Hr1i2msarkcPPmTUYOAQEBSE5OxtGjR1FaWgpDQ0M4Ojriq6++YlbVNHSOO3LkCGQyGZYvX84ql1gsxvr161FUVARjY2P4+Phgzpw5zFp5VWyU169f4/Tp0+Dz+dDV1YWjoyPmz5+P9u3b4969e4iKikJZWRmMjY0xbNgw+Pn5QVdXl3UvoqKikJqaCoVCgZ49e2L69OmwsLBAbW0tDh06hLKyMhgaGuLDDz/EpEmTcOPGDdy4cYNVXk9PT4wcORLBwcFqcVsCAgJgbm6O4OBgVFdXM3XQ09PD6NGjsXz5chw4cABSqRSrV69mpQ0PD2em+Bqicq5sOCpVV1eHoKAgxMXFwcDAAF5eXli6dCkMDAwQERHBGIbm5ubw9fVFTU0Nfv31V1a+qj1ZHj58qLac8IsvvgBQPwJTUFAAhUIBU1NTrF69GkuWLAGfz4erqysMDQ1Zafft2wd/f39kZ2dj+fLl4PF4sLGxwfr16zFlyhQ8efKE9dvm6gfgP/1bJBJh2bJlTN+2s7NDQEAAhg0bxsiyuroaZmZm8PLywrJlyxAeHo5ffvlF7Xra4uPjg9GjR+PFixe4cuUKsydRw302QkJCmL5qY2OD+fPnY8yYMS3WMQ0dJIODgyGVSrFy5Uq1sslkMnz22WdYs2YN6+HacJ+NlsiSy+VqNHyA+hHD/Px87N27F6GhoQgNDUVlZSXMzc0xduxYrFy5kkmr0j1lZWVYvHgxeDwelEolbGxssHDhQsybNw+RkZHYuXMnhEIh2rVrhxEjRmD9+vWwtLRkdEx5eTmrDj169GDqANTv3bJz5068efMGPXr0wKpVqxifr9aIl9McBg8ezEyhtTUffvghy9m3LWmSsaFi9+7dWl1MNSTdUmggtnpaIxCbpmH65kADsf2H/4ZAbGfOnNG6DKp9NlpKQ2OjpdBAbPX8EwKxNWZsNAdtA7G1ho6hxkbrQGOjUCgUCoVCaVOosUGhUCgUCqVNoYHYKBQKhUL5B/E/G4iNQqFQKBTK/xZisRgBAQGMo/m8efNanBedRqFQKBQKhaLGpUuX4Ofnh6NHj74zrEBTaNZqFAqFQqFQKG3HhAkTtF7h1lRqa2tZ++AsXrwYixcvZj7v2LEDEydOxIABAzB37lytViHSaRQKhUKhUP4hXL9+/f93ERhsbGxQUFCAAQMGMBsWthQ6skGhUCgUCkUNsViMwMBAGBkZwdPTUyufDWpsUCgUCoVCaVOogyiFQqFQKJQ2hRobFAqFQqFQ2hRqbFAoFAqFQmlTqLFBoVAoFAqlTaHGBoVCoVAolDaFGhsUCoVCoVDaFGpsUCgUCoVCaVP+H+itD74CFUiAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sompy.visualization.bmuhits import BmuHitsView\n",
    "\n",
    "vhts  = BmuHitsView(10,10,\"Hits Map\",text_size=7)\n",
    "vhts.show(sm, anotate=True, onlyzeros=False, labelsize=12, cmap=\"Greys\", logaritmic=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### K-Means clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Ivan Valles Perez\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\cbook\\deprecation.py:107: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  warnings.warn(message, mplDeprecation, stacklevel=1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sompy.visualization.hitmap import HitMapView\n",
    "sm.cluster(4)\n",
    "hits  = HitMapView(10,10,\"Clustering\",text_size=7)\n",
    "a=hits.show(sm, labelsize=12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the visualizations above we can extract different conclusions like,\n",
    "- The houses which have, on average, more bedrooms are generally on lower average income areas.\n",
    "- The highest occupations occours only in cities where the population is high.\n",
    "- The latitude and longitude of the samples have a strong negative correlation. It can be because California is diagonally oriented with respect to the coordinates system.\n",
    "- The most demanded houses (AveOccup) are placed on the 37~38 latitude and -121.6~-121 longitude; i.e. near San-Francisco area\n",
    "- Old houses are more likely to have less rooms and bedrooms on average.\n",
    "- Low average income areas usually have less rooms and bedrooms than high average ones\n",
    "- The house value seems to be related with the average income of the area where it sits.\n",
    "\n",
    "It is important to remark that there are areas on the map where the density of instances is lower than others. It is represented by the hit map and it should be taken in consideration when interpreting the components map.\n",
    "\n",
    "The clustering map can be used to help to find out the different behaviors represented in the components map."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
